{"id":4541,"date":"2024-11-04T22:42:16","date_gmt":"2024-11-04T19:42:16","guid":{"rendered":"https:\/\/marketing-byai.com\/?p=4541"},"modified":"2026-03-05T17:32:42","modified_gmt":"2026-03-05T17:32:42","slug":"discriminative-models-vs-generative-models","status":"publish","type":"post","link":"https:\/\/mahira.app\/ar\/discriminative-models-vs-generative-models\/","title":{"rendered":"Discriminative Models VS Generative Models  \u0623\u064a\u0647\u0645\u0627 \u0627\u0644\u0623\u0646\u0633\u0628 \u0644\u0645\u0634\u0631\u0648\u0639\u0643\u061f"},"content":{"rendered":"<p>\u0643\u0644 \u0645\u0627 \u062a\u0648\u062f \u0645\u0639\u0631\u0641\u062a\u0647 \u0639\u0646 \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 Discriminative Models VS Generative Models<\/p>\n<div class=\"flex max-w-full flex-col flex-grow\">\n<div class=\"min-h-8 text-message flex w-full flex-col items-end gap-2 whitespace-normal break-words [.text-message+&amp;]:mt-5\" dir=\"auto\" data-message-author-role=\"assistant\" data-message-id=\"571455f9-3b16-492f-a7cc-d6d8a380c128\" data-message-model-slug=\"gpt-4o\">\n<div class=\"flex w-full flex-col gap-1 empty:hidden first:pt-[3px]\">\n<div class=\"markdown prose w-full break-words dark:prose-invert light\">\n<h3>\u0645\u0642\u062f\u0645\u0629 \u0639\u0646 <strong>Deep Learning Model Types<\/strong><\/h3>\n<p>\u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c <strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 (Deep Learning)<\/strong> \u064a\u0645\u062b\u0644 \u0641\u0631\u0639\u064b\u0627 \u0645\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u064a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0639\u0645\u064a\u0642\u0629 (Deep Neural Networks) \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0648\u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0645\u0646\u0647\u0627. \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u060c \u0645\u0646 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u062a \u0625\u0644\u0649 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0646\u0635\u0648\u0635 \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<p>\u0623\u062d\u062f \u0627\u0644\u062c\u0648\u0627\u0646\u0628 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0641\u0647\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0647\u0648 \u0645\u0639\u0631\u0641\u0629 \u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629\u060c \u062d\u064a\u062b \u064a\u0645\u0643\u0646 \u062a\u0642\u0633\u064a\u0645\u0647\u0627 \u0625\u0644\u0649 \u0646\u0648\u0639\u064a\u0646 \u0631\u0626\u064a\u0633\u064a\u064a\u0646:<\/p>\n<ol>\n<li><strong>Discriminative Models<\/strong> (\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0645\u064a\u064a\u0632\u064a\u0629)<\/li>\n<li><strong>Generative Models<\/strong> (\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629)<\/li>\n<\/ol>\n<p>\u064a\u062e\u062a\u0644\u0641 \u0647\u0630\u0627\u0646 \u0627\u0644\u0646\u0648\u0639\u0627\u0646 \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0641\u064a \u0627\u0644\u0647\u062f\u0641 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u060c \u0648\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u062a\u0639\u0644\u0645\u060c \u0648\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0646\u0627\u0633\u0628\u0647\u0645\u0627. \u0641\u0647\u0645 \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646\u0647\u0645\u0627 \u064a\u0633\u0627\u0639\u062f \u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0648\u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0639\u0644\u0649 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0637\u0628\u064a\u0639\u0629 \u0627\u0644\u0645\u0647\u0645\u0629 \u0627\u0644\u062a\u064a \u064a\u0631\u063a\u0628\u0648\u0646 \u0641\u064a \u062a\u062d\u0642\u064a\u0642\u0647\u0627.<\/p>\n<hr \/>\n<h3>1. <strong>\u0645\u0627 \u0647\u064a Discriminative Models\u061f<\/strong><\/h3>\n<p><strong>Discriminative Models<\/strong> \u0647\u064a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u062a\u0639\u0645\u0644 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0639\u0644\u0649 <strong>\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong> \u0623\u0648 <strong>\u0627\u0644\u062a\u0646\u0628\u0624<\/strong> \u0628\u0646\u062a\u0627\u0626\u062c \u0645\u062d\u062f\u062f\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0639\u0644\u0627\u0642\u0629 \u0628\u064a\u0646 <strong>\u0627\u0644\u0645\u064a\u0632\u0627\u062a (Features)<\/strong> \u0648<strong>\u0627\u0644\u062a\u0633\u0645\u064a\u0627\u062a (Labels)<\/strong> \u0627\u0644\u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0647\u0627. \u0627\u0644\u0647\u062f\u0641 \u0645\u0646 Discriminative Models \u0647\u0648 \u062a\u0639\u0644\u0645 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u062a\u064a \u062a\u0645\u064a\u0632 \u0627\u0644\u0641\u0626\u0627\u062a \u0639\u0646 \u0628\u0639\u0636\u0647\u0627 \u0627\u0644\u0628\u0639\u0636 \u0628\u0634\u0643\u0644 \u0648\u0627\u0636\u062d\u060c \u0628\u062d\u064a\u062b \u064a\u0633\u062a\u0637\u064a\u0639 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631 \u0628\u062e\u0635\u0648\u0635 \u0641\u0626\u0629 \u0645\u0639\u064a\u0646\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u062f\u062e\u0644\u0629.<\/p>\n<h4>\u0643\u064a\u0641 \u062a\u0639\u0645\u0644 Discriminative Models\u061f<\/h4>\n<p>\u062a\u062a\u062f\u0631\u0628 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0648\u0633\u0648\u0645\u0629 (Labeled Data)\u060c \u0648\u062a\u062a\u0639\u0644\u0645 \u0643\u064a\u0641 \u062a\u0641\u0635\u0644 \u0628\u064a\u0646 \u0627\u0644\u0641\u0626\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u0628\u0646\u0627\u0621 \u062d\u062f\u0648\u062f \u0641\u0627\u0635\u0644\u0629 \u0641\u064a \u0641\u0636\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0623\u0646\u0647\u0627 \u0644\u0627 \u062a\u0647\u062a\u0645 \u0628\u0645\u0639\u0631\u0641\u0629 \u0643\u064a\u0641\u064a\u0629 \u062d\u062f\u0648\u062b \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0646\u0641\u0633\u0647\u0627\u060c \u0628\u0644 \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u062a\u0645\u064a\u064a\u0632 \u0627\u0644\u0641\u0626\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0623\u0646\u0645\u0627\u0637\u0647\u0627 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/p>\n<h4>\u0623\u0645\u062b\u0644\u0629 \u0639\u0644\u0649 Discriminative Models<\/h4>\n<p>\u062a\u0634\u0645\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0645\u064a\u064a\u0632\u064a\u0629 \u0646\u0645\u0627\u0630\u062c \u0645\u062b\u0644:<\/p>\n<ul>\n<li><strong>Logistic Regression<\/strong><\/li>\n<li><strong>Support Vector Machine (SVM)<\/strong><\/li>\n<li><strong>Decision Trees<\/strong><\/li>\n<li><strong>Neural Networks<\/strong> (\u0641\u064a \u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0635\u0646\u064a\u0641)<\/li>\n<\/ul>\n<p>\u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u062a\u0645\u064a\u064a\u0632\u064b\u0627 \u062f\u0642\u064a\u0642\u064b\u0627 \u0628\u064a\u0646 \u0627\u0644\u0641\u0626\u0627\u062a\u060c \u0645\u062b\u0644 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629 \u0625\u0644\u0649 &#8220;\u0639\u0627\u062f\u064a&#8221; \u0648&#8221;\u0645\u0632\u0639\u062c&#8221;\u060c \u0623\u0648 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631 \u0625\u0644\u0649 \u0641\u0626\u0627\u062a \u0645\u062b\u0644 &#8220;\u0642\u0637&#8221; \u0648&#8221;\u0643\u0644\u0628&#8221;.<\/p>\n<hr \/>\n<h3>2. <strong>\u0645\u0627 \u0647\u064a Generative Models\u061f<\/strong><\/h3>\n<p>\u0639\u0644\u0649 \u0627\u0644\u062c\u0627\u0646\u0628 \u0627\u0644\u0622\u062e\u0631\u060c <strong>Generative Models<\/strong> \u0647\u064a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u062a\u0639\u0644\u0645 \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0647\u0627 <strong>\u0628\u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629<\/strong> \u0645\u0634\u0627\u0628\u0647\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0645 \u062a\u062f\u0631\u064a\u0628\u0647\u0627 \u0639\u0644\u064a\u0647\u0627. \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0644\u064a\u0633\u062a \u0645\u062e\u0635\u0635\u0629 \u0641\u0642\u0637 \u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0628\u0644 \u062a\u0647\u062f\u0641 \u0625\u0644\u0649 \u0641\u0647\u0645 \u0643\u064a\u0641\u064a\u0629 \u062d\u062f\u0648\u062b \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u062a\u0645\u0643\u0646 \u0645\u0646 \u062a\u0648\u0644\u064a\u062f \u0639\u064a\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u062a\u062a\u0628\u0639 \u0646\u0641\u0633 \u0627\u0644\u0646\u0645\u0637 \u0623\u0648 \u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0630\u064a \u062a\u0639\u0644\u0645\u062a\u0647.<\/p>\n<h4>\u0643\u064a\u0641 \u062a\u0639\u0645\u0644 Generative Models\u061f<\/h4>\n<p>\u062a\u062a\u0639\u0644\u0645 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0643\u0627\u0645\u0646\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0635\u0644\u064a\u0629. \u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 Generative Models \u062a\u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u062d\u062f\u0648\u062b \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u062d\u064a\u062b \u0645\u064a\u0632\u0627\u062a\u0647\u0627 \u0648\u062a\u0648\u0632\u064a\u0639\u0647\u0627\u060c \u0645\u0645\u0627 \u064a\u0645\u0643\u0651\u0646\u0647\u0627 \u0645\u0646 \u0625\u0646\u062a\u0627\u062c \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u062a\u0634\u0628\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0635\u0644\u064a\u0629.<\/p>\n<h4>\u0623\u0645\u062b\u0644\u0629 \u0639\u0644\u0649 Generative Models<\/h4>\n<p>\u062a\u0634\u0645\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 \u0646\u0645\u0627\u0630\u062c \u0645\u062b\u0644:<\/p>\n<ul>\n<li><strong>Generative Adversarial Networks (GANs)<\/strong><\/li>\n<li><strong>Variational Autoencoders (VAEs)<\/strong><\/li>\n<li><strong>Hidden Markov Models (HMMs)<\/strong><\/li>\n<li><strong>Bayesian Networks<\/strong><\/li>\n<\/ul>\n<p>\u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0627 \u0627\u0644\u0646\u0648\u0639 \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 <strong>\u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629<\/strong>\u060c \u0645\u062b\u0644 \u0625\u0646\u0634\u0627\u0621 \u0635\u0648\u0631\u060c \u062a\u0648\u0644\u064a\u062f \u0646\u0635\u0648\u0635\u060c \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0648\u0627\u0633\u062a\u0643\u0645\u0627\u0644 \u0627\u0644\u0646\u0635\u0648\u0635.<\/p>\n<hr \/>\n<h3>\u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0628\u064a\u0646 Discriminative Models \u0648 Generative Models<\/h3>\n<p>\u064a\u062a\u0645\u062b\u0644 \u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0628\u064a\u0646 <strong>Discriminative Models<\/strong> \u0648<strong>Generative Models<\/strong> \u0641\u064a \u0627\u0644\u0647\u062f\u0641 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0648\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u062a\u0639\u0644\u0645:<\/p>\n<ul>\n<li><strong>Discriminative Models<\/strong> \u062a\u0647\u062f\u0641 \u0625\u0644\u0649 <strong>\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong> \u0623\u0648 <strong>\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0641\u0626\u0627\u062a<\/strong>\u060c \u062d\u064a\u062b \u062a\u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0641\u0635\u0644 \u0628\u064a\u0646 \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/li>\n<li><strong>Generative Models<\/strong> \u062a\u0647\u062f\u0641 \u0625\u0644\u0649 <strong>\u0641\u0647\u0645 \u0643\u064a\u0641\u064a\u0629 \u062d\u062f\u0648\u062b \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong> \u0648\u062a\u0639\u0644\u0645 \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u062d\u064a\u062b \u064a\u0645\u0643\u0646\u0647\u0627 <strong>\u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629<\/strong> \u0645\u0634\u0627\u0628\u0647\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062f\u0631\u0628\u062a \u0639\u0644\u064a\u0647\u0627.<\/li>\n<\/ul>\n<hr \/>\n<h3>\u0623\u0647\u0645\u064a\u0629 \u0645\u0639\u0631\u0641\u0629 \u0623\u0646\u0648\u0627\u0639 Deep Learning Model Types<\/h3>\n<p>\u0641\u0647\u0645 \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 Discriminative \u0648 Generative Models \u0645\u0647\u0645 \u062c\u062f\u064b\u0627 \u0641\u064a \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629. \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0648\u0639 \u0627\u0644\u0635\u062d\u064a\u062d \u0645\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u064a\u0633\u0627\u0639\u062f \u0641\u064a:<\/p>\n<ul>\n<li><strong>\u062a\u062d\u0642\u064a\u0642 \u0623\u0641\u0636\u0644 \u0623\u062f\u0627\u0621<\/strong>: \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u062a\u062d\u0642\u064a\u0642 \u0623\u062f\u0627\u0621 \u062f\u0642\u064a\u0642 \u0648\u0645\u0648\u062b\u0648\u0642 \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0645\u0637\u0644\u0648\u0628.<\/li>\n<li><strong>\u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u0648\u0642\u062a \u0648\u0627\u0644\u0645\u0648\u0627\u0631\u062f<\/strong>: \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062c\u0647\u062f \u0648\u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0644\u0627\u0632\u0645\u064a\u0646 \u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u063a\u064a\u0631 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629.<\/li>\n<li><strong>\u062d\u0644 \u0627\u0644\u0645\u0634\u0627\u0643\u0644 \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644<\/strong>: \u0641\u0647\u0645 \u0627\u0644\u0647\u062f\u0641 \u0645\u0646 \u0643\u0644 \u0646\u0648\u0639 \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0648\u0639 \u0627\u0644\u0623\u0645\u062b\u0644 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u0645\u0639\u064a\u0646\u0629.<\/li>\n<\/ul>\n<p>\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u0647\u062f\u0641 \u0647\u0648 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631 \u0625\u0644\u0649 \u0641\u0626\u0627\u062a\u060c \u0641\u0625\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>Discriminative Models<\/strong> \u0647\u0648 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0645\u062b\u0644. \u0623\u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u0647\u062f\u0641 \u0647\u0648 \u062a\u0648\u0644\u064a\u062f \u0635\u0648\u0631 \u062c\u062f\u064a\u062f\u0629 \u062a\u0634\u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0629 \u0635\u0648\u0631 \u0645\u0639\u064a\u0646\u0629\u060c \u0641\u0625\u0646 <strong>Generative Models<\/strong> \u0633\u062a\u0643\u0648\u0646 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0646\u0633\u0628.<\/p>\n<hr \/>\n<h3>\u0627\u0644\u062e\u0644\u0627\u0635\u0629<\/h3>\n<p><strong>Discriminative Models<\/strong> \u0648<strong>Generative Models<\/strong> \u064a\u0645\u062b\u0644\u0627\u0646 \u0627\u0644\u0646\u0648\u0639\u064a\u0646 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u064a\u0646 \u0645\u0646 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0648\u0644\u0643\u0644 \u0645\u0646\u0647\u0645\u0627 \u062e\u0635\u0627\u0626\u0635 \u0641\u0631\u064a\u062f\u0629 \u0648\u0623\u0647\u062f\u0627\u0641 \u0645\u062d\u062f\u062f\u0629. Discriminative Models \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0648\u0627\u0644\u062a\u0646\u0628\u0624\u060c \u0628\u064a\u0646\u0645\u0627 Generative Models \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0645\u0647\u0627\u0645 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0641\u0647\u0645 \u062a\u0648\u0632\u064a\u0639\u0647\u0627. \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0648\u0639 \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0648\u062a\u0644\u0628\u064a\u0629 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0628\u0643\u0641\u0627\u0621\u0629 \u0648\u0641\u0639\u0627\u0644\u064a\u0629.<\/p>\n<\/div>\n<hr \/>\n<p>&nbsp;<\/p>\n<div class=\"markdown prose w-full break-words dark:prose-invert light\">\n<div class=\"flex max-w-full flex-col flex-grow\">\n<div class=\"min-h-8 text-message flex w-full flex-col items-end gap-2 whitespace-normal break-words [.text-message+&amp;]:mt-5\" dir=\"auto\" data-message-author-role=\"assistant\" data-message-id=\"b4eb852f-fd63-4cc6-a64a-7a729bbdf405\" data-message-model-slug=\"gpt-4o\">\n<div class=\"flex w-full flex-col gap-1 empty:hidden first:pt-[3px]\">\n<div class=\"markdown prose w-full break-words dark:prose-invert light\">\n<h3>\u0645\u0627 \u0647\u064a <strong>Discriminative Models<\/strong>\u061f<\/h3>\n<p><strong>Discriminative Models<\/strong>\u060c \u0623\u0648 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0645\u064a\u064a\u0632\u064a\u0629\u060c \u0647\u064a \u0646\u0648\u0639 \u0645\u0646 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u062a\u064a \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 <strong>\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong> \u0623\u0648 <strong>\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0641\u0626\u0627\u062a<\/strong> \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0627\u0644\u0647\u062f\u0641 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0647\u0648 <strong>\u062a\u0645\u064a\u064a\u0632<\/strong> \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0644\u064a\u0633 \u0641\u0647\u0645 \u0643\u064a\u0641\u064a\u0629 \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0639\u0627\u0645\u060c \u0628\u0644 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0641\u0642\u0637 \u0639\u0644\u0649 <strong>\u0627\u0644\u062d\u062f\u0648\u062f<\/strong> \u0627\u0644\u0641\u0627\u0635\u0644\u0629 \u0628\u064a\u0646 \u0627\u0644\u0641\u0626\u0627\u062a.<\/p>\n<h3>\u062a\u0639\u0631\u064a\u0641 Discriminative Models<\/h3>\n<p>\u062a\u062a\u0639\u0644\u0645 <strong>Discriminative Models<\/strong> \u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0641\u0635\u0644 \u0628\u064a\u0646 \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u064a\u0632\u0627\u062a (Features) \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0639\u0644\u0627\u0642\u0629 \u0628\u064a\u0646\u0647\u0627 \u0648\u0628\u064a\u0646 \u0627\u0644\u062a\u0633\u0645\u064a\u0627\u062a (Labels) \u0623\u0648 \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0647\u062f\u0641\u0629. \u064a\u0642\u0648\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u062a\u064a \u062a\u0645\u064a\u0632 \u0643\u0644 \u0641\u0626\u0629 \u0639\u0646 \u0627\u0644\u0623\u062e\u0631\u0649\u060c \u0648\u064a\u0642\u0648\u0645 \u0628\u0628\u0646\u0627\u0621 \u062d\u062f\u0648\u062f (Decision Boundaries) \u062a\u0633\u0627\u0639\u062f\u0647 \u0639\u0644\u0649 \u0627\u0644\u062a\u0641\u0631\u064a\u0642 \u0628\u064a\u0646 \u0627\u0644\u0641\u0626\u0627\u062a \u0639\u0646\u062f \u0625\u062f\u062e\u0627\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629.<\/p>\n<h4>\u0645\u062b\u0627\u0644 \u062a\u0648\u0636\u064a\u062d\u064a<\/h4>\n<p>\u0644\u0646\u0641\u062a\u0631\u0636 \u0623\u0646 \u0644\u062f\u064a\u0646\u0627 \u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0645\u062c\u0645\u0648\u0639\u062a\u064a\u0646 \u0645\u0646 \u0627\u0644\u0646\u0642\u0627\u0637\u060c \u0625\u062d\u062f\u0627\u0647\u0645\u0627 \u062a\u0645\u062b\u0644 \u0635\u0648\u0631\u064b\u0627 \u0644\u0644\u0642\u0637\u0637 \u0648\u0623\u062e\u0631\u0649 \u0644\u0644\u0643\u0644\u0627\u0628. <strong>Discriminative Model<\/strong> \u0633\u064a\u062a\u0639\u0644\u0645 \u0645\u0627 \u0647\u064a \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0645\u064a\u0632 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0627\u0644\u0642\u0637\u0637 \u0639\u0646 \u062a\u0644\u0643 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0627\u0644\u0643\u0644\u0627\u0628\u060c \u0645\u062b\u0644 \u0634\u0643\u0644 \u0627\u0644\u0623\u0630\u0646\u064a\u0646 \u0623\u0648 \u0627\u0644\u0630\u064a\u0644. \u0641\u064a \u0646\u0647\u0627\u064a\u0629 \u0627\u0644\u0645\u0637\u0627\u0641\u060c \u0633\u064a\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 \u0635\u0648\u0631 \u0627\u0644\u0642\u0637\u0637 \u0648\u0627\u0644\u0643\u0644\u0627\u0628 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0647 \u0627\u0644\u0645\u064a\u0632\u0627\u062a.<\/p>\n<hr \/>\n<h3>\u0643\u064a\u0641\u064a\u0629 \u0639\u0645\u0644 Discriminative Models \u0641\u064a \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/h3>\n<ol>\n<li><strong>\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0648\u062c\u0647\u0629 (Labeled Data)<\/strong>:\n<ul>\n<li>\u062a\u0639\u062a\u0645\u062f Discriminative Models \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0645\u064a\u0632\u0627\u062a (Features) \u0645\u0639\u0631\u0648\u0641\u0629 \u0648\u0641\u0626\u0627\u062a \u0645\u062d\u062f\u062f\u0629 (Labels). \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0633\u0627\u0639\u062f \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0648\u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0648\u0627\u0644\u0641\u0626\u0627\u062a.<\/li>\n<li>\u064a\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0631\u062a\u0628\u0637 \u0628\u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u062d\u062f\u0648\u062f \u0627\u0644\u062a\u0645\u064a\u064a\u0632\u064a\u0629 (Decision Boundaries)<\/strong>:\n<ul>\n<li>\u0628\u0639\u062f \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u064a\u0642\u0648\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u062a\u062d\u062f\u064a\u062f \u062d\u062f\u0648\u062f \u0623\u0648 \u0645\u0639\u0627\u064a\u064a\u0631 \u0645\u0639\u064a\u0646\u0629 \u062a\u0633\u0627\u0639\u062f\u0647 \u0641\u064a \u0627\u0644\u0641\u0635\u0644 \u0628\u064a\u0646 \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062a\u0639\u0644\u0642 \u0628\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629 \u0625\u0644\u0649 \u0628\u0631\u064a\u062f &#8220;\u0639\u0627\u062f\u064a&#8221; \u0623\u0648 &#8220;\u0645\u0632\u0639\u062c&#8221;\u060c \u0633\u064a\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0631\u062a\u0628\u0637 \u0639\u0627\u062f\u0629\u064b \u0628\u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0645\u0632\u0639\u062c (\u0645\u062b\u0644 \u0643\u0644\u0645\u0627\u062a \u0645\u0639\u064a\u0646\u0629 \u0623\u0648 \u0623\u0646\u0645\u0627\u0637) \u0648\u064a\u0642\u0648\u0645 \u0628\u062a\u062d\u062f\u064a\u062f\u0647\u0627 \u0643\u0645\u0639\u0627\u064a\u064a\u0631 \u0644\u0644\u062a\u0635\u0646\u064a\u0641.<\/li>\n<li>\u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0627\u0644\u062d\u062f\u0648\u062f \u0628\u0633\u064a\u0637\u0629 \u0645\u062b\u0644 \u062e\u0637 \u0645\u0633\u062a\u0642\u064a\u0645 \u0641\u064a \u0627\u0644\u0641\u0636\u0627\u0621 \u0627\u0644\u062b\u0646\u0627\u0626\u064a\u060c \u0623\u0648 \u0642\u062f \u062a\u0643\u0648\u0646 \u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627 \u0648\u062a\u0639\u062f\u062f \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0644\u062a\u0635\u0646\u064a\u0641 (Classification)<\/strong>:\n<ul>\n<li>\u0639\u0646\u062f\u0645\u0627 \u064a\u062a\u0645 \u062a\u0642\u062f\u064a\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0644\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u064a\u0642\u0648\u0645 \u0628\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062d\u062f\u0648\u062f \u0627\u0644\u062a\u064a \u062a\u0639\u0644\u0645\u0647\u0627 \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0641\u0626\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629.<\/li>\n<li>\u0627\u0644\u0646\u0645\u0648\u0630\u062c \u064a\u0635\u0646\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0637\u0627\u0628\u0642 \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0645\u0639\u0631\u0648\u0641\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u064a\u0629.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4>\u0645\u062b\u0627\u0644 \u0639\u0644\u0649 \u0643\u064a\u0641\u064a\u0629 \u0639\u0645\u0644 Discriminative Models<\/h4>\n<p>\u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0645\u0647\u0645\u0629 \u0647\u064a \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0633\u0644\u0648\u0643\u0647\u0645 \u0627\u0644\u0634\u0631\u0627\u0626\u064a \u0625\u0644\u0649 &#8220;\u0639\u0645\u064a\u0644 \u062c\u064a\u062f&#8221; \u0648&#8221;\u0639\u0645\u064a\u0644 \u0639\u0627\u062f\u064a&#8221;\u060c \u0633\u064a\u0642\u0648\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0645\u064a\u0632 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u062c\u064a\u062f\u064a\u0646 (\u0645\u062b\u0644 \u0639\u062f\u062f \u0645\u0631\u0627\u062a \u0627\u0644\u0634\u0631\u0627\u0621\u060c \u0627\u0644\u0645\u0628\u0644\u063a \u0627\u0644\u0630\u064a \u064a\u064f\u0646\u0641\u0642) \u0648\u064a\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0647 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0644\u0628\u0646\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u064a\u062d\u062f\u062f \u0623\u064a \u0639\u0645\u064a\u0644 \u062c\u062f\u064a\u062f \u064a\u062c\u0628 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0641\u064a \u0623\u064a \u0641\u0626\u0629.<\/p>\n<hr \/>\n<h3>\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u064a\u0647\u0627 Discriminative Models<\/h3>\n<p><strong>Discriminative Models<\/strong> \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 <strong>\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0648\u062c\u0647\u0629 (Labeled Data)<\/strong>\u060c \u0623\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0645\u064a\u0632\u0627\u062a \u0648\u0639\u0644\u0627\u0645\u0627\u062a \u062a\u0648\u0636\u062d \u0641\u0626\u0627\u062a \u0645\u0639\u064a\u0646\u0629. \u0628\u0639\u0636 \u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0639\u0644\u0649 \u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u064a\u0647\u0627 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u062a\u0634\u0645\u0644:<\/p>\n<ul>\n<li><strong>\u0635\u0648\u0631 \u0645\u0645\u064a\u0632\u0629 \u0628\u062a\u0633\u0645\u064a\u0627\u062a<\/strong>: \u0645\u062b\u0644 \u0635\u0648\u0631 \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0641\u0626\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 (\u0643\u0644\u0627\u0628\u060c \u0642\u0637\u0637\u060c \u0633\u064a\u0627\u0631\u0627\u062a\u060c \u0623\u0634\u062e\u0627\u0635)\u060c \u062d\u064a\u062b \u064a\u062d\u062a\u0648\u064a \u0643\u0644 \u0635\u0648\u0631\u0629 \u0639\u0644\u0649 \u062a\u0633\u0645\u064a\u0629 \u062a\u0645\u062b\u0644 \u0627\u0644\u0641\u0626\u0629 \u0627\u0644\u062a\u064a \u062a\u0646\u062a\u0645\u064a \u0625\u0644\u064a\u0647\u0627.<\/li>\n<li><strong>\u0646\u0635\u0648\u0635 \u0645\u0639 \u0641\u0626\u0627\u062a<\/strong>: \u0645\u062b\u0644 \u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629 \u0627\u0644\u0645\u0635\u0646\u0641\u0629 \u0625\u0644\u0649 \u0628\u0631\u064a\u062f \u0639\u0627\u062f\u064a \u0623\u0648 \u0628\u0631\u064a\u062f \u0645\u0632\u0639\u062c\u060c \u0623\u0648 \u0627\u0644\u0646\u0635\u0648\u0635 \u0627\u0644\u0645\u0635\u0646\u0641\u0629 \u062d\u0633\u0628 \u0627\u0644\u0639\u0627\u0637\u0641\u0629 (\u0625\u064a\u062c\u0627\u0628\u064a\u0629\u060c \u0633\u0644\u0628\u064a\u0629\u060c \u0645\u062d\u0627\u064a\u062f\u0629).<\/li>\n<li><strong>\u0628\u064a\u0627\u0646\u0627\u062a \u0633\u0644\u0648\u0643 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645<\/strong>: \u0645\u062b\u0644 \u0633\u0644\u0648\u0643 \u0627\u0644\u0634\u0631\u0627\u0621 \u0623\u0648 \u0633\u0644\u0648\u0643 \u0627\u0644\u062a\u0635\u0641\u062d \u0639\u0644\u0649 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u060c \u062d\u064a\u062b \u064a\u062a\u0645 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 (\u0639\u0645\u064a\u0644 \u062c\u062f\u064a\u062f\u060c \u0639\u0645\u064a\u0644 \u062f\u0627\u0626\u0645\u060c \u0639\u0645\u064a\u0644 \u0645\u062d\u062a\u0645\u0644).<\/li>\n<\/ul>\n<p>\u062a\u0633\u0627\u0639\u062f \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0648\u062c\u0647\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u062a\u0639\u0644\u0645 \u0623\u0646\u0645\u0627\u0637 \u0648\u0627\u0636\u062d\u0629 \u0648\u0645\u062d\u062f\u062f\u0629 \u062a\u0645\u064a\u0632 \u0628\u064a\u0646 \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0642\u0627\u062f\u0631\u064b\u0627 \u0639\u0644\u0649 \u062a\u0635\u0646\u064a\u0641 \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0628\u0646\u0641\u0633 \u0627\u0644\u0637\u0631\u064a\u0642\u0629.<\/p>\n<hr \/>\n<h3>\u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Discriminative Models \u0641\u064a \u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0635\u0646\u064a\u0641<\/h3>\n<p><strong>Discriminative Models<\/strong> \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0641\u064a \u0645\u062e\u062a\u0644\u0641 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0635\u0646\u064a\u0641\u060c \u062d\u064a\u062b \u062a\u0647\u062f\u0641 \u0625\u0644\u0649 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0641\u0626\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u062a\u064a \u062a\u0639\u0644\u0645\u0647\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c. \u0628\u0639\u0636 \u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0639\u0644\u0649 \u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u062a\u0634\u0645\u0644:<\/p>\n<ol>\n<li><strong>\u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062b\u0646\u0627\u0626\u064a (Binary Classification)<\/strong>:\n<ul>\n<li>\u0641\u064a \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062b\u0646\u0627\u0626\u064a\u060c \u064a\u0643\u0648\u0646 \u0627\u0644\u0647\u062f\u0641 \u0647\u0648 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0641\u0626\u062a\u064a\u0646 \u0641\u0642\u0637. \u0645\u062b\u0627\u0644 \u0639\u0644\u0649 \u0630\u0644\u0643 \u0647\u0648 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a \u0625\u0644\u0649 &#8220;\u0639\u0627\u062f\u064a&#8221; \u0623\u0648 &#8220;\u0645\u0632\u0639\u062c&#8221;\u060c \u0623\u0648 \u062a\u062d\u062f\u064a\u062f \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u0639\u0645\u064a\u0644 \u0633\u064a\u0646\u0642\u0631 \u0639\u0644\u0649 \u0625\u0639\u0644\u0627\u0646 \u0645\u0639\u064a\u0646 \u0623\u0645 \u0644\u0627.<\/li>\n<li>\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u062b\u0644 <strong>Logistic Regression<\/strong> \u0648 <strong>Support Vector Machine (SVM)<\/strong> \u062a\u064f\u0639\u062a\u0628\u0631 \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0645\u064a\u064a\u0632\u064a\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0646\u0648\u0639 \u0645\u0646 \u0627\u0644\u062a\u0635\u0646\u064a\u0641.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0641\u0626\u0627\u062a (Multi-class Classification)<\/strong>:\n<ul>\n<li>\u0641\u064a \u0628\u0639\u0636 \u0627\u0644\u0645\u0647\u0627\u0645\u060c \u064a\u0643\u0648\u0646 \u0644\u062f\u064a\u0646\u0627 \u0623\u0643\u062b\u0631 \u0645\u0646 \u0641\u0626\u062a\u064a\u0646. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u064a\u0645\u0643\u0646 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631 \u0625\u0644\u0649 \u0641\u0626\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0645\u062b\u0644 &#8220;\u0642\u0637&#8221;\u060c &#8220;\u0643\u0644\u0628&#8221;\u060c &#8220;\u062d\u0635\u0627\u0646&#8221;\u060c \u0625\u0644\u062e.<\/li>\n<li>\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0645\u064a\u064a\u0632\u064a\u0629 (Discriminative Neural Networks) \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0628\u0634\u0643\u0644 \u0634\u0627\u0626\u0639 \u0641\u064a \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0641\u0626\u0627\u062a\u060c \u062d\u064a\u062b \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a (Object Recognition)<\/strong>:\n<ul>\n<li>\u062a\u0633\u062a\u062e\u062f\u0645 Discriminative Models \u0641\u064a \u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0635\u0648\u0631 \u0623\u0648 \u0627\u0644\u0641\u064a\u062f\u064a\u0648\u060c \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0623\u0648 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u0645\u0639\u064a\u0646\u0629.<\/li>\n<li>\u062a\u0642\u0648\u0645 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0639\u0645\u064a\u0642\u0629 (\u0645\u062b\u0644 CNNs) \u0628\u062a\u062d\u062f\u064a\u062f \u0645\u064a\u0632\u0627\u062a \u0645\u0639\u064a\u0646\u0629 \u0644\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u064a\u0647\u0627\u060c \u062b\u0645 \u062a\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0647 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0644\u062a\u0635\u0646\u064a\u0641\u0647\u0627 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0641\u0626\u0627\u062a.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0646\u0635\u0648\u0635 (Text Analysis)<\/strong>:\n<ul>\n<li>\u062a\u0633\u062a\u062e\u062f\u0645 Discriminative Models \u0623\u064a\u0636\u064b\u0627 \u0641\u064a \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0646\u0635\u0648\u0635\u060c \u0645\u062b\u0644 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0623\u062e\u0628\u0627\u0631 \u062d\u0633\u0628 \u0627\u0644\u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0623\u0648 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0627\u0637\u0641\u0629 (Sentiment Analysis).<\/li>\n<li>\u064a\u062a\u0645 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0646\u0635\u0648\u0635 \u0625\u0644\u0649 \u0645\u064a\u0632\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u0643\u0644\u0645\u0627\u062a (Word Embeddings)\u060c \u062b\u0645 \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0646\u0635\u0648\u0635 \u062d\u0633\u0628 \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u062f\u0629.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"flex max-w-full flex-col flex-grow\">\n<div class=\"min-h-8 text-message flex w-full flex-col items-end gap-2 whitespace-normal break-words [.text-message+&amp;]:mt-5\" dir=\"auto\" data-message-author-role=\"assistant\" data-message-id=\"f13956e1-bab8-4d57-a862-f1ded2f562a0\" data-message-model-slug=\"gpt-4o\">\n<div class=\"flex w-full flex-col gap-1 empty:hidden first:pt-[3px]\">\n<div class=\"markdown prose w-full break-words dark:prose-invert light\">\n<h3>\u0645\u062a\u0649 \u0646\u0633\u062a\u062e\u062f\u0645 <strong>Discriminative Models<\/strong>\u061f<\/h3>\n<p><strong>Discriminative Models<\/strong> \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0648 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0641\u0626\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629. \u064a\u064f\u0641\u0636\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0641\u064a \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ol>\n<li><strong>\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 (Classification Tasks)<\/strong>:\n<ul>\n<li><strong>\u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062b\u0646\u0627\u0626\u064a (Binary Classification)<\/strong>: \u0645\u062b\u0644 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a \u0625\u0644\u0649 \u0628\u0631\u064a\u062f &#8220;\u0639\u0627\u062f\u064a&#8221; \u0623\u0648 &#8220;\u0645\u0632\u0639\u062c&#8221;\u060c \u0623\u0648 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0625\u0644\u0649 &#8220;\u0645\u0647\u062a\u0645&#8221; \u0648&#8221;\u063a\u064a\u0631 \u0645\u0647\u062a\u0645&#8221;.<\/li>\n<li><strong>\u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0641\u0626\u0627\u062a (Multi-class Classification)<\/strong>: \u0645\u062b\u0644 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631 \u0625\u0644\u0649 \u0641\u0626\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 (\u0645\u062b\u0644 &#8220;\u0643\u0644\u0628&#8221;\u060c &#8220;\u0642\u0637\u0629&#8221;\u060c &#8220;\u062d\u0635\u0627\u0646&#8221;\u060c \u0625\u0644\u062e).<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0648\u0633\u0648\u0645\u0629 (Labeled Data)<\/strong>:\n<ul>\n<li>Discriminative Models \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0648\u0633\u0648\u0645\u0629 (Labeled Data)\u060c \u062d\u064a\u062b \u062a\u0643\u0648\u0646 \u0627\u0644\u0641\u0626\u0627\u062a \u0645\u0639\u0631\u0648\u0641\u0629 \u0645\u0633\u0628\u0642\u064b\u0627. \u0647\u0630\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0639\u0646\u062f\u0645\u0627 \u064a\u0643\u0648\u0646 \u0644\u062f\u064a\u0646\u0627 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062f\u0631\u064a\u0628 \u0643\u0627\u0641\u064a\u0629 \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u062a\u0633\u0645\u064a\u0627\u062a \u0648\u0627\u0636\u062d\u0629 \u0644\u0644\u0641\u0626\u0627\u062a.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0639\u0646\u062f\u0645\u0627 \u0646\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0633\u0631\u0639\u0629 \u0641\u064a \u0627\u0644\u062a\u0635\u0646\u064a\u0641<\/strong>:\n<ul>\n<li>Discriminative Models \u0639\u0627\u062f\u0629\u064b \u0623\u0633\u0631\u0639 \u0645\u0646 Generative Models \u0641\u064a \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0644\u0623\u0646\u0647\u0627 \u062a\u0631\u0643\u0632 \u0641\u0642\u0637 \u0639\u0644\u0649 \u062a\u0645\u064a\u064a\u0632 \u0627\u0644\u0641\u0626\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0633\u0631\u064a\u0639\u0629 \u0645\u062b\u0644 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0641\u0648\u0631\u064a \u0644\u0644\u0635\u0648\u0631 \u0623\u0648 \u0627\u0644\u0646\u0635\u0648\u0635.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0644\u062a\u0646\u0628\u0624\u0627\u062a \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0644\u0644\u0641\u0626\u0627\u062a (Precise Predictions for Categories)<\/strong>:\n<ul>\n<li>\u0639\u0646\u062f\u0645\u0627 \u064a\u0643\u0648\u0646 \u0627\u0644\u0647\u062f\u0641 \u0647\u0648 \u062a\u062d\u062f\u064a\u062f \u0641\u0626\u0629 \u0645\u0639\u064a\u0646\u0629 \u0645\u0646 \u0628\u064a\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0641\u0626\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u064a\u0632\u0627\u062a \u0645\u0639\u064a\u0646\u0629\u060c \u0645\u062b\u0644 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0623\u0645\u0631\u0627\u0636 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0623\u0639\u0631\u0627\u0636\u060c \u064a\u064f\u0641\u0636\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Discriminative Models \u0644\u0623\u0646\u0647\u0627 \u062f\u0642\u064a\u0642\u0629 \u0641\u064a \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 \u0627\u0644\u0641\u0626\u0627\u062a.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629 (Resource-Limited Applications)<\/strong>:\n<ul>\n<li>\u0644\u0623\u0646 Discriminative Models \u0623\u0628\u0633\u0637 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u0647\u064a\u0643\u0644 \u0648\u062a\u0633\u062a\u0647\u0644\u0643 \u0645\u0648\u0627\u0631\u062f \u0623\u0642\u0644\u060c \u0641\u0647\u064a \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0630\u0627\u062a \u0627\u0644\u0642\u062f\u0631\u0629 \u0627\u0644\u062d\u0648\u0633\u0628\u064a\u0629 \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4>\u0623\u0645\u062b\u0644\u0629 \u0639\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Discriminative Models<\/h4>\n<ul>\n<li><strong>\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631<\/strong>: \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631 \u0625\u0644\u0649 \u0641\u0626\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u062b\u0644 &#8220;\u0642\u0637&#8221;\u060c &#8220;\u0643\u0644\u0628&#8221;\u060c &#8220;\u0634\u062c\u0631\u0629&#8221;.<\/li>\n<li><strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0646\u0635\u0648\u0635<\/strong>: \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0646\u0635\u0648\u0635 \u0625\u0644\u0649 \u0641\u0626\u0627\u062a\u060c \u0645\u062b\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0648\u0627\u0637\u0641 (\u0645\u0634\u0627\u0639\u0631 \u0625\u064a\u062c\u0627\u0628\u064a\u0629\u060c \u0633\u0644\u0628\u064a\u0629\u060c \u0623\u0648 \u0645\u062d\u0627\u064a\u062f\u0629).<\/li>\n<li><strong>\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0644<\/strong>: \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0645\u0634\u0631\u0648\u0639\u0629 \u0648\u0627\u0644\u0645\u0634\u0628\u0648\u0647\u0629 \u0641\u064a \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0627\u0644\u064a\u0629.<\/li>\n<\/ul>\n<hr \/>\n<h3>\u0645\u062a\u0649 \u0646\u0633\u062a\u062e\u062f\u0645 <strong>Generative Models<\/strong>\u061f<\/h3>\n<p><strong>Generative Models<\/strong> \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0641\u0647\u0645 \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0645\u0634\u0627\u0628\u0647\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0635\u0644\u064a\u0629. \u064a\u064f\u0641\u0636\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0641\u064a \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ol>\n<li><strong>\u0645\u0647\u0627\u0645 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Generation Tasks)<\/strong>:\n<ul>\n<li><strong>\u0625\u0646\u0634\u0627\u0621 \u0635\u0648\u0631 \u062c\u062f\u064a\u062f\u0629<\/strong>: \u0645\u062b\u0644 \u062a\u0648\u0644\u064a\u062f \u0635\u0648\u0631 \u0648\u062c\u0648\u0647 \u0628\u0634\u0631\u064a\u0629 \u063a\u064a\u0631 \u0645\u0648\u062c\u0648\u062f\u0629 \u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Generative Adversarial Networks (GANs).<\/li>\n<li><strong>\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0646\u0635\u0648\u0635<\/strong>: \u0645\u062b\u0644 \u0627\u0633\u062a\u0643\u0645\u0627\u0644 \u0627\u0644\u0646\u0635\u0648\u0635 \u0623\u0648 \u0625\u0646\u0634\u0627\u0621 \u0645\u0642\u0627\u0644\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u0645\u062b\u0644 GPT.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0645\u0648\u0633\u0648\u0645\u0629 \u0623\u0648 \u062c\u0632\u0626\u064a\u064b\u0627 \u0645\u0648\u0633\u0648\u0645\u0629 (Unlabeled or Partially Labeled Data)<\/strong>:\n<ul>\n<li>\u064a\u0645\u0643\u0646 \u0644\u0640 Generative Models \u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0648\u0633\u0648\u0645\u0629 \u0644\u0623\u0646\u0647\u0627 \u062a\u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0646\u0641\u0633\u0647\u0627. \u0647\u0630\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0645\u0648\u0633\u0648\u0645\u0629 \u0623\u0648 \u062c\u0632\u0626\u064a\u064b\u0627 \u0645\u0648\u0633\u0648\u0645\u0629.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0641\u0647\u0645 \u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Understanding Data Distribution)<\/strong>:\n<ul>\n<li>Generative Models \u062a\u0641\u064a\u062f \u0641\u064a \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u0646\u062d\u062a\u0627\u062c \u0641\u064a\u0647\u0627 \u0625\u0644\u0649 \u0641\u0647\u0645 \u0643\u064a\u0641\u064a\u0629 \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0648 \u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u062d\u062f\u0648\u062b \u0639\u064a\u0646\u0627\u062a \u0645\u0639\u064a\u0646\u0629. \u0647\u0630\u0627 \u0645\u0647\u0645 \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0645\u0639\u0631\u0641\u0629 \u0646\u0645\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0648\u0632\u064a\u0639\u0647\u0627.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0627\u0644\u0628\u0634\u0631\u064a \u0648\u0627\u0644\u0622\u0644\u064a (Human-AI Interaction)<\/strong>:\n<ul>\n<li>\u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629\u060c \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0646\u0635\u0648\u0635\u060c \u0623\u0648 \u062a\u0635\u0645\u064a\u0645 \u0634\u062e\u0635\u064a\u0627\u062a \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629\u060c \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Generative Models \u0644\u0623\u0646\u0647\u0627 \u062a\u0633\u0645\u062d \u0628\u062a\u0648\u0644\u064a\u062f \u0645\u062d\u062a\u0648\u0649 \u062a\u0641\u0627\u0639\u0644\u064a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0633\u064a\u0627\u0642.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0634\u0630\u0648\u0630 (Anomaly Detection)<\/strong>:\n<ul>\n<li>Generative Models \u0642\u0627\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0634\u0630\u0648\u0630 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0623\u0646 \u0644\u062f\u064a\u0647\u0627 \u0641\u0647\u0645\u064b\u0627 \u0643\u0627\u0645\u0644\u064b\u0627 \u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u064a\u0645\u0643\u0646\u0647\u0627 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0644 \u0627\u0644\u0645\u0627\u0644\u064a \u0639\u0628\u0631 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0634\u0627\u0630\u0629 \u0639\u0646 \u0627\u0644\u0646\u0645\u0637 \u0627\u0644\u0637\u0628\u064a\u0639\u064a.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0625\u0628\u062f\u0627\u0639\u064a\u0629 (Creative Applications)<\/strong>:\n<ul>\n<li>\u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0641\u0646 \u0627\u0644\u0631\u0642\u0645\u064a \u0648\u0627\u0644\u0645\u0648\u0633\u064a\u0642\u0649\u060c \u062a\u064f\u0633\u062a\u062e\u062f\u0645 Generative Models \u0644\u062a\u0648\u0644\u064a\u062f \u0645\u062d\u062a\u0648\u0649 \u0625\u0628\u062f\u0627\u0639\u064a \u062c\u062f\u064a\u062f \u0645\u0634\u0627\u0628\u0647 \u0644\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u0623\u0635\u0644\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0628\u0625\u0646\u0634\u0627\u0621 \u0635\u0648\u0631\u060c \u0623\u0635\u0648\u0627\u062a\u060c \u0623\u0648 \u0645\u0642\u0627\u0637\u0639 \u0645\u0648\u0633\u064a\u0642\u064a\u0629 \u062c\u062f\u064a\u062f\u0629.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4>\u0623\u0645\u062b\u0644\u0629 \u0639\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Generative Models<\/h4>\n<ul>\n<li><strong>\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631<\/strong>: \u0625\u0646\u0634\u0627\u0621 \u0635\u0648\u0631 \u0648\u0627\u0642\u0639\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 GANs.<\/li>\n<li><strong>\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0646\u0635\u0648\u0635 \u0648\u0627\u0633\u062a\u0643\u0645\u0627\u0644\u0647\u0627<\/strong>: \u0645\u062b\u0644 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0646\u0635\u0648\u0635 \u0648\u0627\u0633\u062a\u0643\u0645\u0627\u0644\u0647\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 GPT.<\/li>\n<li><strong>\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u062a\u0632\u064a\u064a\u0641<\/strong>: \u0645\u062b\u0644 \u0625\u0646\u0634\u0627\u0621 \u0623\u0648 \u0643\u0634\u0641 \u0627\u0644\u062a\u0632\u064a\u064a\u0641 \u0627\u0644\u0639\u0645\u064a\u0642 (Deepfake) \u0641\u064a \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0641\u064a\u062f\u064a\u0648.<\/li>\n<\/ul>\n<hr \/>\n<h3>\u0645\u0644\u062e\u0635: \u0645\u062a\u0649 \u0646\u0633\u062a\u062e\u062f\u0645 Discriminative Models \u0648 Generative Models\u061f<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u0627\u0644\u0646\u0648\u0639<\/th>\n<th>\u0645\u062a\u0649 \u0646\u0633\u062a\u062e\u062f\u0645\u0647\u061f<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>Discriminative Models<\/strong><\/td>\n<td>&#8211; \u0639\u0646\u062f \u0627\u0644\u062d\u0627\u062c\u0629 \u0644\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0633\u0631\u064a\u0639 \u0648\u0627\u0644\u062f\u0642\u064a\u0642<br \/>\n&#8211; \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0648\u0633\u0648\u0645\u0629<br \/>\n&#8211; \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629<br \/>\n&#8211; \u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062b\u0646\u0627\u0626\u064a \u0648\u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0641\u0626\u0627\u062a<\/td>\n<\/tr>\n<tr>\n<td><strong>Generative Models<\/strong><\/td>\n<td>&#8211; \u0639\u0646\u062f \u0627\u0644\u062d\u0627\u062c\u0629 \u0644\u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629<br \/>\n&#8211; \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0645\u0648\u0633\u0648\u0645\u0629 \u0623\u0648 \u062c\u0632\u0626\u064a\u064b\u0627 \u0645\u0648\u0633\u0648\u0645\u0629<br \/>\n&#8211; \u0641\u0647\u0645 \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a<br \/>\n&#8211; \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0627\u0644\u0628\u0634\u0631 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0625\u0628\u062f\u0627\u0639\u064a\u0629<br \/>\n&#8211; \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0634\u0630\u0648\u0630 \u0623\u0648 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0644<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<p>\u0628\u0627\u062e\u062a\u0635\u0627\u0631\u060c <strong>Discriminative Models<\/strong> \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u064a\u0632\u0627\u062a\u0647\u0627\u060c \u0628\u064a\u0646\u0645\u0627 <strong>Generative Models<\/strong> \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u062a\u0639\u0644\u0645 \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629. \u064a\u0639\u062a\u0645\u062f \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0648\u0639 \u0627\u0644\u0623\u0646\u0633\u0628 \u0639\u0644\u0649 \u0637\u0628\u064a\u0639\u0629 \u0627\u0644\u0645\u0647\u0645\u0629 \u0648\u0627\u0644\u0647\u062f\u0641 \u0627\u0644\u0645\u0637\u0644\u0648\u0628 \u062a\u062d\u0642\u064a\u0642\u0647.<\/p>\n<h3>\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0628\u064a\u0646 <strong>Discriminative Models<\/strong> \u0648 <strong>Generative Models<\/strong><\/h3>\n<p><strong>Discriminative Models<\/strong> \u0648<strong>Generative Models<\/strong> \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0643\u0645\u0644 \u0643\u0644 \u0645\u0646\u0647\u0645\u0627 \u0627\u0644\u0622\u062e\u0631 \u0644\u062a\u062d\u0642\u064a\u0642 \u0623\u062f\u0627\u0621 \u0623\u0642\u0648\u0649 \u0641\u064a \u0645\u0647\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u0639\u0642\u062f\u0629. \u0641\u0628\u064a\u0646\u0645\u0627 \u062a\u0631\u0643\u0632 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0645\u064a\u064a\u0632\u064a\u0629 (Discriminative Models) \u0639\u0644\u0649 <strong>\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong> \u0648<strong>\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0641\u0626\u0627\u062a<\/strong>\u060c \u0641\u0625\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 (Generative Models) \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 <strong>\u0641\u0647\u0645 \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong> \u0648<strong>\u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629<\/strong>. \u0645\u0646 \u062e\u0644\u0627\u0644 \u062f\u0645\u062c \u062e\u0635\u0627\u0626\u0635 \u0643\u0644 \u0645\u0646\u0647\u0645\u0627\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0642\u0648\u064a\u0629 \u0648\u0641\u0639\u0627\u0644\u0629 \u062a\u0633\u062a\u0637\u064a\u0639 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u0634\u0627\u0643\u0644 \u0645\u062a\u0646\u0648\u0639\u0629 \u0628\u0637\u0631\u0642 \u0645\u0628\u062a\u0643\u0631\u0629 \u0648\u0641\u0639\u0627\u0644\u0629.<\/p>\n<h3>\u0644\u0645\u0627\u0630\u0627 \u064a\u064f\u0639\u062f \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0628\u064a\u0646 Discriminative \u0648 Generative Models \u0645\u0641\u064a\u062f\u064b\u0627\u061f<\/h3>\n<ol>\n<li><strong>\u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0627\u0644\u062a\u0635\u0646\u064a\u0641<\/strong>:\n<ul>\n<li><strong>Generative Models<\/strong> \u062a\u0633\u062a\u0637\u064a\u0639 \u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0643\u0627\u0645\u0644 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u0641\u0647\u0645 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629. \u064a\u0645\u0643\u0646 \u0644\u0647\u0630\u0627 \u0623\u0646 \u064a\u0633\u0627\u0639\u062f <strong>Discriminative Models<\/strong> \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 \u0627\u0644\u0641\u0626\u0627\u062a.<\/li>\n<li>\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0648\u0630\u062c \u062a\u0648\u0644\u064a\u062f\u064a \u0644\u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0634\u0627\u0628\u0647\u0629 \u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u0645\u0645\u0627 \u064a\u0633\u0627\u0639\u062f \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0645\u064a\u064a\u0632\u064a \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0629 \u0623\u0643\u0628\u0631 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0632\u064a\u0627\u062f\u0629 \u062f\u0642\u062a\u0647.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0642\u0644\u064a\u0644\u0629 \u0623\u0648 \u0646\u0627\u0642\u0635\u0629<\/strong>:\n<ul>\n<li>\u0641\u064a \u0628\u0639\u0636 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u060c \u0642\u062f \u062a\u0643\u0648\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062d\u062f\u0648\u062f\u0629 \u0623\u0648 \u0646\u0627\u0642\u0635\u0629. <strong>Generative Models<\/strong> \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0644\u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0645\u0634\u0627\u0628\u0647\u0629 \u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u0645\u0645\u0627 \u064a\u0633\u0627\u0639\u062f <strong>Discriminative Models<\/strong> \u0639\u0644\u0649 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0628\u0634\u0643\u0644 \u0623\u0641\u0636\u0644.<\/li>\n<li>\u0647\u0630\u0627 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u064a\u0643\u0648\u0646 \u0645\u0641\u064a\u062f\u064b\u0627 \u062c\u062f\u064b\u0627 \u0641\u064a \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0643\u0648\u0646 \u0641\u064a\u0647\u0627 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0635\u0639\u0628\u0629 \u0627\u0644\u062a\u062c\u0645\u064a\u0639\u060c \u0645\u062b\u0644 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0629.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0632\u064a\u0627\u062f\u0629 \u0645\u0642\u0627\u0648\u0645\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u0648\u0636\u0627\u0626\u064a\u0629<\/strong>:\n<ul>\n<li><strong>Generative Models<\/strong> \u062a\u0633\u0627\u0639\u062f \u0641\u064a \u0641\u0647\u0645 \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0644\u0643\u0627\u0645\u0644\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0642\u0627\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0636\u0648\u0636\u0627\u0626\u064a\u0629 \u0623\u0648 \u0627\u0644\u0634\u0627\u0630\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<li>\u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0633\u0627\u0639\u062f \u0647\u0630\u0647 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a <strong>Discriminative Models<\/strong> \u0641\u064a \u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u062a\u062c\u0627\u0647\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u0648\u0636\u0627\u0626\u064a\u0629 \u0648\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0632\u064a\u062f \u0645\u0646 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0648\u062f\u0642\u0629 \u0627\u0644\u062a\u0635\u0646\u064a\u0641.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u062a\u062d\u0633\u064a\u0646 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0634\u0630\u0648\u0630 (Anomaly Detection)<\/strong>:\n<ul>\n<li>\u0645\u0646 \u062e\u0644\u0627\u0644 \u0641\u0647\u0645 \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u064a\u0645\u0643\u0646 \u0644\u0640 <strong>Generative Models<\/strong> \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0634\u0627\u0630\u0629 \u0623\u0648 \u063a\u064a\u0631 \u0627\u0644\u0645\u0639\u062a\u0627\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0634\u0630\u0648\u0630.<\/li>\n<li>\u064a\u0645\u0643\u0646 \u0644\u0640 <strong>Discriminative Models<\/strong> \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0647 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0644\u062a\u0642\u062f\u064a\u0645 \u062a\u0635\u0646\u064a\u0641\u0627\u062a \u0623\u0643\u062b\u0631 \u062f\u0642\u0629 \u0648\u0645\u0633\u0627\u0639\u062f\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0627\u0639\u062a\u064a\u0627\u062f\u064a\u0629 \u0627\u0644\u062a\u064a \u0642\u062f \u062a\u0643\u0648\u0646 \u0645\u0641\u064a\u062f\u0629 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0623\u0645\u0646 \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0644.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<hr \/>\n<h3>\u0623\u0645\u062b\u0644\u0629 \u0639\u0645\u0644\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0628\u064a\u0646 Discriminative \u0648 Generative Models<\/h3>\n<h4>1. <strong>Generative Adversarial Networks (GANs)<\/strong><\/h4>\n<p>\u062a\u0639\u062f <strong>Generative Adversarial Networks (GANs)<\/strong> \u0645\u0646 \u0623\u0628\u0631\u0632 \u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0628\u064a\u0646 <strong>Discriminative Models<\/strong> \u0648 <strong>Generative Models<\/strong>. \u0641\u064a GANs:<\/p>\n<ul>\n<li>\u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0648\u0630\u062c \u062a\u0648\u0644\u064a\u062f\u064a (Generative Model) \u0644\u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629 (\u0645\u062b\u0644 \u0627\u0644\u0635\u0648\u0631).<\/li>\n<li>\u064a\u0633\u062a\u062e\u062f\u0645 \u0646\u0645\u0648\u0630\u062c \u062a\u0645\u064a\u064a\u0632\u064a (Discriminative Model) \u0644\u062a\u0645\u064a\u064a\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0632\u064a\u0641\u0629 \u0627\u0644\u062a\u064a \u064a\u0646\u062a\u062c\u0647\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a.<\/li>\n<li>\u064a\u062a\u062f\u0631\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u0627\u0646 \u0645\u0639\u064b\u0627 \u0628\u0634\u0643\u0644 \u062a\u0646\u0627\u0641\u0633\u064a\u061b \u062d\u064a\u062b \u064a\u062d\u0627\u0648\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u062a\u062d\u0633\u064a\u0646 \u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0646\u062a\u062c\u0647\u0627 \u0644\u062a\u0635\u0628\u062d \u0623\u0642\u0631\u0628 \u0645\u0627 \u064a\u0645\u0643\u0646 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u062d\u0627\u0648\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0645\u064a\u064a\u0632\u064a \u062a\u062d\u0633\u064a\u0646 \u0642\u062f\u0631\u062a\u0647 \u0639\u0644\u0649 \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0648\u0627\u0644\u0645\u0632\u064a\u0641\u0629. \u0647\u0630\u0627 \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u064a\u062c\u0639\u0644 GANs \u0642\u0648\u064a\u0629 \u062c\u062f\u064b\u0627 \u0641\u064a \u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0630\u0627\u062a \u062c\u0648\u062f\u0629 \u0639\u0627\u0644\u064a\u0629.<\/li>\n<\/ul>\n<h4>2. <strong>\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632 \u0627\u0644\u0645\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a (Transformers)<\/strong><\/h4>\n<p>\u0641\u064a \u0628\u0639\u0636 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0623\u0648 \u0627\u0633\u062a\u0643\u0645\u0627\u0644 \u0627\u0644\u0646\u0635\u0648\u0635\u060c \u064a\u0645\u0643\u0646 \u062f\u0645\u062c <strong>Generative Models<\/strong> \u0648 <strong>Discriminative Models<\/strong> \u0644\u062a\u062d\u0633\u064a\u0646 \u062c\u0648\u062f\u0629 \u0627\u0644\u0646\u062a\u0627\u0626\u062c:<\/p>\n<ul>\n<li><strong>Generative Models<\/strong> (\u0645\u062b\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a &#8211; Transformers) \u062a\u0633\u062a\u062e\u062f\u0645 \u0644\u062a\u0648\u0644\u064a\u062f \u0645\u0642\u0627\u0637\u0639 \u0646\u0635\u064a\u0629 \u062c\u062f\u064a\u062f\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u062f\u062e\u0644\u0627\u062a \u0645\u0639\u064a\u0646\u0629.<\/li>\n<li><strong>Discriminative Models<\/strong> \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0644\u062a\u0642\u064a\u064a\u0645 \u062c\u0648\u062f\u0629 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0648\u062a\u0635\u062d\u064a\u062d \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0641\u064a \u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0623\u0648 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0635\u062d\u064a\u062d\u0629.<\/li>\n<\/ul>\n<h4>3. <strong>\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629<\/strong><\/h4>\n<p>\u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u062a\u0635\u0646\u064a\u0641\u064b\u0627 \u062f\u0642\u064a\u0642\u064b\u0627\u060c \u0645\u062b\u0644 \u062a\u0634\u062e\u064a\u0635 \u0627\u0644\u0623\u0645\u0631\u0627\u0636 \u0645\u0646 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0637\u0628\u064a\u0629:<\/p>\n<ul>\n<li><strong>Generative Models<\/strong> \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0644\u062a\u0648\u0644\u064a\u062f \u0635\u0648\u0631 \u0637\u0628\u064a\u0629 \u0625\u0636\u0627\u0641\u064a\u0629 \u062a\u062d\u0627\u0643\u064a \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u0636\u0649 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0632\u064a\u062f \u0645\u0646 \u0643\u0645\u064a\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/li>\n<li><strong>Discriminative Models<\/strong> \u062a\u062a\u062f\u0631\u0628 \u0639\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0648\u0633\u0639\u0629 \u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0628\u0634\u0643\u0644 \u0623\u062f\u0642\u060c \u0645\u0645\u0627 \u064a\u0632\u064a\u062f \u0645\u0646 \u062f\u0642\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u064a\u0642\u0644\u0644 \u0645\u0646 \u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u062d\u062f\u0648\u062b \u0627\u0644\u0623\u062e\u0637\u0627\u0621.<\/li>\n<\/ul>\n<hr \/>\n<h3>\u0643\u064a\u0641\u064a\u0629 \u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0628\u064a\u0646 Discriminative \u0648 Generative Models<\/h3>\n<ol>\n<li><strong>\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u062a\u0632\u0627\u0645\u0646<\/strong>:\n<ul>\n<li>\u064a\u0645\u0643\u0646 \u062a\u062f\u0631\u064a\u0628 <strong>Discriminative Models<\/strong> \u0648<strong>Generative Models<\/strong> \u0645\u0639\u064b\u0627\u060c \u0628\u062d\u064a\u062b \u064a\u0633\u062a\u062e\u062f\u0645 \u0643\u0644 \u0646\u0645\u0648\u0630\u062c \u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u0622\u062e\u0631 \u0643\u0645\u062f\u062e\u0644\u0627\u062a \u0644\u0647. \u0641\u064a \u062d\u0627\u0644\u0629 GANs\u060c \u0647\u0630\u0627 \u0627\u0644\u0646\u0648\u0639 \u0645\u0646 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u064a\u062e\u0644\u0642 \u0645\u0646\u0627\u0641\u0633\u0629 \u0628\u064a\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646\u060c \u0645\u0645\u0627 \u064a\u0639\u0632\u0632 \u0645\u0646 \u0623\u062f\u0627\u0621 \u0643\u0644 \u0645\u0646\u0647\u0645\u0627.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 \u0643\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062f\u0631\u064a\u0628 \u0625\u0636\u0627\u0641\u064a\u0629<\/strong>:\n<ul>\n<li><strong>Generative Models<\/strong> \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0644\u062a\u0648\u0644\u064a\u062f \u0639\u064a\u0646\u0627\u062a \u062a\u062f\u0631\u064a\u0628 \u062c\u062f\u064a\u062f\u0629\u060c \u062e\u0627\u0635\u0629 \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0642\u0644\u064a\u0644\u0629 \u0623\u0648 \u0646\u0627\u0642\u0635\u0629. \u062b\u0645 \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u062a\u062f\u0631\u064a\u0628 <strong>Discriminative Models<\/strong>\u060c \u0645\u0645\u0627 \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0628\u0627\u0644\u0646\u0642\u0644 (Transfer Learning)<\/strong>:\n<ul>\n<li>\u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>Generative Models<\/strong> \u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u062b\u0645 \u0646\u0642\u0644 \u0647\u0630\u0647 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0625\u0644\u0649 <strong>Discriminative Models<\/strong>. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u064a\u0645\u0643\u0646 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0648\u0630\u062c \u062a\u0648\u0644\u064a\u062f\u064a \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0645\u064a\u0632\u0627\u062a \u0623\u0633\u0627\u0633\u064a\u0629 \u0641\u064a \u0627\u0644\u0635\u0648\u0631\u060c \u062b\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0647 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0641\u064a \u0646\u0645\u0648\u0630\u062c \u062a\u0645\u064a\u064a\u0632\u064a \u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631 \u0628\u062f\u0642\u0629 \u0623\u0639\u0644\u0649.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0645\u064a\u064a\u0632\u064a \u0644\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a<\/strong>:\n<ul>\n<li>\u0641\u064a \u0628\u0639\u0636 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u060c \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>Discriminative Models<\/strong> \u0644\u062a\u0642\u064a\u064a\u0645 \u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0627\u062a\u062c\u0629 \u0639\u0646 <strong>Generative Models<\/strong> \u0648\u0636\u0628\u0637 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0646\u062a\u0627\u0626\u062c. \u0647\u0630\u0627 \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629\u060c \u0633\u0648\u0627\u0621 \u0643\u0627\u0646\u062a \u0635\u0648\u0631\u064b\u0627 \u0623\u0648 \u0646\u0635\u0648\u0635\u064b\u0627.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<hr \/>\n<div class=\"flex-1 overflow-hidden\">\n<div class=\"h-full\">\n<div class=\"react-scroll-to-bottom--css-omauo-79elbk h-full\">\n<div class=\"react-scroll-to-bottom--css-omauo-1n7m0yu\">\n<div class=\"flex flex-col text-sm md:pb-9\">\n<article class=\"w-full text-token-text-primary focus-visible:outline-2 focus-visible:outline-offset-[-4px]\" dir=\"auto\" data-testid=\"conversation-turn-67\" data-scroll-anchor=\"true\">\n<div class=\"m-auto text-base py-[18px] px-3 md:px-4 w-full md:px-5 lg:px-4 xl:px-5\">\n<div class=\"mx-auto flex flex-1 gap-4 text-base md:gap-5 lg:gap-6 md:max-w-3xl lg:max-w-[40rem] xl:max-w-[48rem]\">\n<div class=\"group\/conversation-turn relative flex w-full min-w-0 flex-col agent-turn\">\n<div class=\"flex-col gap-1 md:gap-3\">\n<div class=\"flex max-w-full flex-col flex-grow\">\n<div class=\"min-h-8 text-message flex w-full flex-col items-end gap-2 whitespace-normal break-words [.text-message+&amp;]:mt-5\" dir=\"auto\" data-message-author-role=\"assistant\" data-message-id=\"e1d03185-8735-4ba6-9320-c417c534058f\" data-message-model-slug=\"gpt-4o\">\n<div class=\"flex w-full flex-col gap-1 empty:hidden first:pt-[3px]\">\n<div class=\"markdown prose w-full break-words dark:prose-invert light\">\n<h3>\u0645\u0627 \u0647\u064a <strong>Generative Models<\/strong>\u061f<\/h3>\n<p><strong>Generative Models<\/strong> \u0647\u064a \u0646\u0645\u0627\u0630\u062c \u062a\u0639\u0644\u0645 \u0639\u0645\u064a\u0642 \u062a\u0647\u062f\u0641 \u0625\u0644\u0649 <strong>\u0641\u0647\u0645 \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong> \u0648\u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 <strong>\u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629<\/strong> \u0645\u0634\u0627\u0628\u0647\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0635\u0644\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0645 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u064a\u0647\u0627. \u0639\u0644\u0649 \u0639\u0643\u0633 <strong>Discriminative Models<\/strong>\u060c \u0627\u0644\u062a\u064a \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0648 \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 \u0627\u0644\u0641\u0626\u0627\u062a\u060c \u0641\u0625\u0646 <strong>Generative Models<\/strong> \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0641\u0647\u0645 \u0643\u064a\u0641\u064a\u0629 \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0644\u062a\u0648\u0644\u064a\u062f \u0639\u064a\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0645\u0646\u0647.<\/p>\n<p>\u0627\u0644\u0647\u062f\u0641 \u0645\u0646 <strong>Generative Models<\/strong> \u0647\u0648 \u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0627\u0644\u0630\u064a \u064a\u064f\u0646\u062a\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0625\u0646\u0634\u0627\u0621 \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u062a\u062a\u0628\u0639 \u0646\u0641\u0633 \u0627\u0644\u062a\u0648\u0632\u064a\u0639. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u0627\u0644\u0630\u064a \u064a\u062a\u0645 \u062a\u062f\u0631\u064a\u0628\u0647 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0635\u0648\u0631 \u0627\u0644\u0648\u062c\u0648\u0647 \u0623\u0646 \u064a\u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u0625\u0646\u0634\u0627\u0621 \u0635\u0648\u0631 \u0648\u062c\u0648\u0647 \u062c\u062f\u064a\u062f\u0629 \u0645\u0634\u0627\u0628\u0647\u0629 \u0648\u0644\u0643\u0646 \u063a\u064a\u0631 \u0645\u0648\u062c\u0648\u062f\u0629 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0623\u0635\u0644\u064a\u0629.<\/p>\n<h3>\u0643\u064a\u0641\u064a\u0629 \u0639\u0645\u0644 <strong>Generative Models<\/strong><\/h3>\n<p>\u062a\u0639\u062a\u0645\u062f <strong>Generative Models<\/strong> \u0639\u0644\u0649 <strong>\u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a (Probability Distribution)<\/strong> \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u062d\u064a\u062b \u062a\u062d\u0627\u0648\u0644 \u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u062d\u062f\u0648\u062b \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0648\u0632\u064a\u0639\u0647\u0627 \u0641\u064a \u0641\u0636\u0627\u0621 \u0627\u0644\u0645\u064a\u0632\u0627\u062a. \u064a\u062a\u0645 \u0630\u0644\u0643 \u0639\u0628\u0631 \u0628\u0646\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u064a\u062a\u0639\u0644\u0645 \u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0645\u0646 \u062b\u0645 \u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u062a\u0634\u0628\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0635\u0644\u064a\u0629. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0639\u0645\u0644 <strong>Generative Models<\/strong>:<\/p>\n<h4>1. <strong>\u0641\u0647\u0645 \u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Learning the Probability Distribution)<\/strong><\/h4>\n<ul>\n<li>\u064a\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a <strong>\u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a<\/strong> \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0627\u0644\u0630\u064a \u064a\u064f\u0645\u062b\u0644 \u0643\u064a\u0641\u064a\u0629 \u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0648\u0632\u0639\u0647\u0627.<\/li>\n<li>\u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0628\u0633\u064a\u0637\u064b\u0627 \u0623\u0648 \u0645\u0639\u0642\u062f\u064b\u0627 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0637\u0628\u064a\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0630\u0627\u062a \u0623\u0628\u0639\u0627\u062f \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0648\u0627\u0644\u0646\u0645\u0648\u0630\u062c \u064a\u062c\u0628 \u0623\u0646 \u064a\u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u062a\u0645\u062b\u064a\u0644 \u0647\u0630\u0647 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0628\u0637\u0631\u064a\u0642\u0629 \u062a\u0633\u0645\u062d \u0644\u0647 \u0628\u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0634\u0627\u0628\u0647\u0629.<\/li>\n<\/ul>\n<h4>2. <strong>\u0628\u0646\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0631\u064a\u0627\u0636\u064a \u0644\u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a<\/strong><\/h4>\n<ul>\n<li>\u064a\u062a\u0645 \u0628\u0646\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0631\u064a\u0627\u0636\u064a \u064a\u062a\u0639\u0644\u0645 \u0647\u0630\u0627 \u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a. \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u0643\u0648\u0646 \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0628\u0627\u0631\u0629 \u0639\u0646 \u0634\u0628\u0643\u0629 \u0639\u0635\u0628\u064a\u0629 \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0637\u0628\u0642\u0627\u062a \u0645\u0639\u0642\u062f\u0629 \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0644\u062a\u0639\u0644\u0645 \u0623\u0646\u0645\u0627\u0637 \u0645\u0639\u0642\u062f\u0629.<\/li>\n<li>\u064a\u0639\u062a\u0645\u062f \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 <strong>\u0634\u0628\u0643\u0627\u062a \u0639\u0635\u0628\u064a\u0629 \u0639\u0645\u064a\u0642\u0629<\/strong> \u0623\u0648 <strong>\u0646\u0645\u0627\u0630\u062c \u0625\u062d\u0635\u0627\u0626\u064a\u0629<\/strong> \u0645\u062b\u0644 <strong>Gaussian Mixture Models<\/strong> \u0623\u0648 <strong>Hidden Markov Models<\/strong> \u0644\u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u062a\u0648\u0632\u064a\u0639.<\/li>\n<\/ul>\n<h4>3. <strong>\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong><\/h4>\n<ul>\n<li>\u064a\u062a\u0645 \u062a\u062f\u0631\u064a\u0628 <strong>Generative Models<\/strong> \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0623\u0635\u0644\u064a\u0629\u060c \u062d\u064a\u062b \u064a\u062d\u0627\u0648\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u062a\u0642\u0644\u064a\u062f \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0639\u0644\u0645 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<li>\u062e\u0644\u0627\u0644 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u064a\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0643\u064a\u0641 \u064a\u0645\u0643\u0646\u0647 \u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0634\u0627\u0628\u0647\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0639\u0628\u0631 \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0648\u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a.<\/li>\n<\/ul>\n<h4>4. <strong>\u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u062f\u0631\u0628<\/strong><\/h4>\n<ul>\n<li>\u0628\u0639\u062f \u0627\u0643\u062a\u0645\u0627\u0644 \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>Generative Models<\/strong> \u0644\u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629.<\/li>\n<li>\u064a\u0642\u0648\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0623\u062e\u0630 \u0639\u064a\u0646\u0629 \u0639\u0634\u0648\u0627\u0626\u064a\u0629 \u0645\u0646 \u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0630\u064a \u062a\u0639\u0644\u0645\u0647\u060c \u062b\u0645 \u064a\u0642\u0648\u0645 \u0628\u062a\u062d\u0648\u064a\u0644 \u0647\u0630\u0647 \u0627\u0644\u0639\u064a\u0646\u0629 \u0625\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u062a\u0634\u0628\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0635\u0644\u064a\u0629.<\/li>\n<li>\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u0627\u0644\u0645\u062f\u0631\u0628 \u0639\u0644\u0649 \u0635\u0648\u0631 \u0627\u0644\u0648\u062c\u0648\u0647 \u0623\u0646 \u064a\u0623\u062e\u0630 \u0639\u064a\u0646\u0629 \u0639\u0634\u0648\u0627\u0626\u064a\u0629 \u0645\u0646 \u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0648\u064a\u062d\u0648\u0644\u0647\u0627 \u0625\u0644\u0649 \u0635\u0648\u0631\u0629 \u0648\u062c\u0647 \u062c\u062f\u064a\u062f\u0629.<\/li>\n<\/ul>\n<h4>5. <strong>\u0636\u0628\u0637 \u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0648\u0644\u062f\u0629 (Refining Generated Data)<\/strong><\/h4>\n<ul>\n<li>\u0628\u0639\u0636 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629\u060c \u0645\u062b\u0644 <strong>GANs (Generative Adversarial Networks)<\/strong>\u060c \u062a\u0633\u062a\u062e\u062f\u0645 \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u062a\u0645\u064a\u064a\u0632\u064a\u064b\u0627 (Discriminator) \u0644\u062a\u0642\u064a\u064a\u0645 \u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0648\u0644\u062f\u0647\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a (Generator). \u0647\u0630\u0627 \u064a\u0633\u0645\u062d \u0628\u062a\u062d\u0633\u064a\u0646 \u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0648\u0644\u062f\u0629 \u062a\u062f\u0631\u064a\u062c\u064a\u064b\u0627.<\/li>\n<li>\u064a\u0639\u0645\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0645\u064a\u064a\u0632\u064a \u0639\u0644\u0649 \u062a\u0645\u064a\u064a\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0632\u064a\u0641\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0628\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u062a\u0628\u062f\u0648 \u0623\u0643\u062b\u0631 \u0648\u0627\u0642\u0639\u064a\u0629.<\/li>\n<\/ul>\n<hr \/>\n<h3>\u0623\u0645\u062b\u0644\u0629 \u0639\u0644\u0649 \u0623\u0646\u0648\u0627\u0639 <strong>Generative Models<\/strong> \u0648\u0643\u064a\u0641\u064a\u0629 \u0639\u0645\u0644\u0647\u0627<\/h3>\n<p>\u0647\u0646\u0627\u0643 \u0639\u062f\u0629 \u0623\u0646\u0648\u0627\u0639 \u0645\u0646 <strong>Generative Models<\/strong>\u060c \u0648\u0643\u0644 \u0645\u0646\u0647\u0627 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u062a\u0639\u0644\u0645 \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0628\u0639\u0636 \u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0634\u0647\u064a\u0631\u0629 \u0648\u0643\u064a\u0641\u064a\u0629 \u0639\u0645\u0644\u0647\u0627:<\/p>\n<h4>1. <strong>Generative Adversarial Networks (GANs)<\/strong><\/h4>\n<ul>\n<li><strong>\u0643\u064a\u0641 \u062a\u0639\u0645\u0644<\/strong>: \u062a\u062a\u0643\u0648\u0646 <strong>GANs<\/strong> \u0645\u0646 \u0646\u0645\u0648\u0630\u062c\u064a\u0646\u060c \u0623\u062d\u062f\u0647\u0645\u0627 <strong>Generator<\/strong> (\u0645\u0648\u0644\u062f) \u0648\u0627\u0644\u0622\u062e\u0631 <strong>Discriminator<\/strong> (\u0645\u0645\u064a\u0632). \u064a\u0639\u0645\u0644 <strong>Generator<\/strong> \u0639\u0644\u0649 \u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u0639\u0645\u0644 <strong>Discriminator<\/strong> \u0639\u0644\u0649 \u062a\u0645\u064a\u064a\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0645\u0646 \u0627\u0644\u0645\u0632\u064a\u0641\u0629.<\/li>\n<li><strong>\u0627\u0644\u062a\u062f\u0631\u064a\u0628<\/strong>: \u064a\u062a\u062f\u0631\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u0627\u0646 \u0645\u0639\u064b\u0627 \u0641\u064a \u0625\u0637\u0627\u0631 \u0645\u0646\u0627\u0641\u0633\u0629\u060c \u062d\u064a\u062b \u064a\u062d\u0627\u0648\u0644 <strong>Generator<\/strong> \u062a\u062d\u0633\u064a\u0646 \u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062d\u062a\u0649 \u064a\u062a\u0645\u0643\u0646 \u0645\u0646 \u062e\u062f\u0627\u0639 <strong>Discriminator<\/strong>\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u062a\u0639\u0644\u0645 <strong>Discriminator<\/strong> \u062a\u062d\u0633\u064a\u0646 \u0642\u062f\u0631\u062a\u0647 \u0639\u0644\u0649 \u062a\u0645\u064a\u064a\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<li><strong>\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a<\/strong>: \u062a\u064f\u0633\u062a\u062e\u062f\u0645 GANs \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0641\u064a \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631\u060c \u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0645\u062a\u062d\u0631\u0643\u0629\u060c \u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062f\u0631\u064a\u0628 \u0625\u0636\u0627\u0641\u064a\u0629\u060c \u0648\u062d\u062a\u0649 \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0629 \u0645\u062b\u0644 \u062a\u062d\u0633\u064a\u0646 \u0635\u0648\u0631 \u0627\u0644\u0623\u0634\u0639\u0629.<\/li>\n<\/ul>\n<h4>2. <strong>Variational Autoencoders (VAEs)<\/strong><\/h4>\n<ul>\n<li><strong>\u0643\u064a\u0641 \u062a\u0639\u0645\u0644<\/strong>: \u064a\u062a\u0643\u0648\u0646 <strong>VAE<\/strong> \u0645\u0646 \u0634\u0628\u0643\u062a\u064a\u0646 \u0639\u0635\u0628\u064a\u062a\u064a\u0646\u060c \u0627\u0644\u0623\u0648\u0644\u0649 <strong>Encoder<\/strong> (\u062a\u0634\u0641\u064a\u0631) \u0648\u0627\u0644\u062b\u0627\u0646\u064a\u0629 <strong>Decoder<\/strong> (\u0641\u0643 \u0627\u0644\u062a\u0634\u0641\u064a\u0631). <strong>Encoder<\/strong> \u064a\u0642\u0648\u0645 \u0628\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u062a\u0645\u062b\u064a\u0644 \u0645\u0628\u0633\u0637 (latent space)\u060c \u062b\u0645 \u064a\u0642\u0648\u0645 <strong>Decoder<\/strong> \u0628\u0625\u0639\u0627\u062f\u0629 \u0628\u0646\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u062a\u0645\u062b\u064a\u0644.<\/li>\n<li><strong>\u0627\u0644\u062a\u062f\u0631\u064a\u0628<\/strong>: \u064a\u062a\u0645 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u064a\u062a\u0645\u0643\u0646 \u0645\u0646 \u0636\u063a\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0634\u0643\u0644 \u0645\u0628\u0633\u0637 \u0648\u0645\u0646 \u062b\u0645 \u0625\u0639\u0627\u062f\u0629 \u0625\u0646\u062a\u0627\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0635\u0644\u064a\u0629. <strong>VAE<\/strong> \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0648\u062c\u0639\u0644\u0647\u0627 \u0623\u0643\u062b\u0631 \u0627\u0633\u062a\u0642\u0631\u0627\u0631\u064b\u0627.<\/li>\n<li><strong>\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a<\/strong>: \u062a\u064f\u0633\u062a\u062e\u062f\u0645 VAEs \u0641\u064a \u0636\u063a\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631\u060c \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0645\u062b\u0644 \u0627\u0644\u0646\u0635\u0648\u0635 \u0648\u0627\u0644\u0623\u0635\u0648\u0627\u062a.<\/li>\n<\/ul>\n<h4>3. <strong>Hidden Markov Models (HMMs)<\/strong><\/h4>\n<ul>\n<li><strong>\u0643\u064a\u0641 \u062a\u0639\u0645\u0644<\/strong>: \u062a\u0639\u062a\u0645\u062f <strong>HMMs<\/strong> \u0639\u0644\u0649 \u0646\u0645\u0648\u0630\u062c \u0625\u062d\u0635\u0627\u0626\u064a \u064a\u0633\u0645\u0649 <strong>\u0633\u0644\u0633\u0644\u0629 \u0645\u0627\u0631\u0643\u0648\u0641<\/strong>\u060c \u062d\u064a\u062b \u064a\u062a\u0645 \u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0643\u0633\u0644\u0633\u0644\u0629 \u0645\u0646 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0645\u062e\u0641\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0628\u0639\u0636\u0647\u0627 \u0627\u0644\u0628\u0639\u0636.<\/li>\n<li><strong>\u0627\u0644\u062a\u062f\u0631\u064a\u0628<\/strong>: \u064a\u062a\u0645 \u062a\u062f\u0631\u064a\u0628 HMM \u0639\u0644\u0649 \u062a\u0633\u0644\u0633\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u064a\u062a\u0645\u0643\u0646 \u0645\u0646 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0642\u0627\u062f\u0645\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u062d\u0627\u0644\u064a\u0629.<\/li>\n<li><strong>\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a<\/strong>: \u062a\u064f\u0633\u062a\u062e\u062f\u0645 HMMs \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u0644\u0627\u0645\u060c \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u064a\u062f\u0648\u064a\u0629\u060c \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0623\u062e\u0631\u0649 \u062a\u062a\u0639\u0644\u0642 \u0628\u062a\u0633\u0644\u0633\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<\/ul>\n<hr \/>\n<h3>\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0639\u0645\u0644\u064a\u0629 \u0644\u0640 <strong>Generative Models<\/strong><\/h3>\n<p><strong>Generative Models<\/strong> \u062a\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0623\u0648 \u0641\u0647\u0645 \u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0643\u0627\u0645\u0644 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0645\u0646 \u0623\u0628\u0631\u0632 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a:<\/p>\n<ol>\n<li><strong>\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0641\u064a\u062f\u064a\u0648\u0647\u0627\u062a<\/strong>:\n<ul>\n<li>\u064a\u0645\u0643\u0646 \u0644\u0640 GANs \u0625\u0646\u0634\u0627\u0621 \u0635\u0648\u0631 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062c\u0648\u062f\u0629 \u0644\u0623\u0634\u062e\u0627\u0635 \u063a\u064a\u0631 \u062d\u0642\u064a\u0642\u064a\u064a\u0646\u060c \u0645\u0645\u0627 \u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0645\u062a\u062d\u0631\u0643\u0629\u060c \u0627\u0644\u0623\u0644\u0639\u0627\u0628\u060c \u0648\u062d\u062a\u0649 \u062a\u0632\u064a\u064a\u0641 \u0627\u0644\u0641\u064a\u062f\u064a\u0648\u0647\u0627\u062a (Deepfake).<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0633\u062a\u0643\u0645\u0627\u0644 \u0627\u0644\u0646\u0635\u0648\u0635<\/strong>:\n<ul>\n<li>\u064a\u0645\u0643\u0646 \u0644\u0640 Generative Models \u0645\u062b\u0644 <strong>GPT-3<\/strong> \u062a\u0648\u0644\u064a\u062f \u0646\u0635\u0648\u0635 \u062c\u062f\u064a\u062f\u0629 \u0623\u0648 \u0627\u0633\u062a\u0643\u0645\u0627\u0644 \u0627\u0644\u0646\u0635\u0648\u0635 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u062c\u0645\u0644\u0629 \u0628\u062f\u0627\u064a\u0629 \u064a\u0642\u062f\u0645\u0647\u0627 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u0641\u064a\u062f\u0629 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0648\u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0637\u0628<\/strong>:\n<ul>\n<li>\u064a\u0645\u0643\u0646 \u0644\u0640 Generative Models \u062a\u062d\u0633\u064a\u0646 \u0635\u0648\u0631 \u0627\u0644\u0623\u0634\u0639\u0629 \u0623\u0648 \u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0637\u0628\u064a\u0629 \u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0648\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0637\u0628\u064a\u0629.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0648\u0627\u0642\u0639 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0648\u0627\u0644\u0648\u0627\u0642\u0639 \u0627\u0644\u0645\u0639\u0632\u0632<\/strong>:\n<ul>\n<li>\u062a\u064f\u0633\u062a\u062e\u062f\u0645 Generative Models \u0644\u0625\u0646\u0634\u0627\u0621 \u0645\u0634\u0627\u0647\u062f \u0648\u0628\u064a\u0626\u0627\u062a \u062b\u0644\u0627\u062b\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0648\u0627\u0642\u0639 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a (VR) \u0648\u0627\u0644\u0648\u0627\u0642\u0639 \u0627\u0644\u0645\u0639\u0632\u0632 (AR).<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u062a\u062d\u0644\u064a\u0644 \u0648\u0641\u0647\u0645 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629<\/strong>:\n<ul>\n<li>\u0645\u062b\u0644 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0623\u0633\u0648\u0627\u0642 \u0627\u0644\u0645\u0627\u0644\u064a\u0629\u060c \u062d\u064a\u062b \u062a\u0633\u0627\u0639\u062f Generative Models \u0641\u064a \u0641\u0647\u0645 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0644\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<hr \/>\n<h3>\u0627\u0644\u062e\u0644\u0627\u0635\u0629<\/h3>\n<p><strong>Generative Models<\/strong> \u0647\u064a \u0646\u0645\u0627\u0630\u062c \u0642\u0648\u064a\u0629 \u062a\u0647\u062f\u0641 \u0625\u0644\u0649 \u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0648\u0644\u064a\u062f \u0639\u064a\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0645\u0634\u0627\u0628\u0647\u0629. \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0641\u0647\u0645 \u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0646 \u062b\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0627 \u0627\u0644\u0641\u0647\u0645 \u0644\u0625\u0646\u0634\u0627\u0621 \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u062a\u062a\u0628\u0639 \u0646\u0641\u0633 \u0627\u0644\u062a\u0648\u0632\u064a\u0639. \u0645\u0646 \u062e\u0644\u0627\u0644 \u0623\u0646\u0648\u0627\u0639\u0647\u0627 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u062b\u0644 GANs \u0648 VAEs \u0648 HMMs\u060c \u064a\u0645\u0643\u0646 \u0644\u0640 Generative Models \u062a\u0642\u062f\u064a\u0645 \u062d\u0644\u0648\u0644 \u0645\u0628\u062a\u0643\u0631\u0629 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0641\u0646 \u0627\u0644\u0631\u0642\u0645\u064a\u060c \u0627\u0644\u0646\u0635\u0648\u0635\u060c \u0627\u0644\u0637\u0628\u060c \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0648\u0627\u0642\u0639 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a.<\/p>\n<\/div>\n<hr \/>\n<div class=\"flex-1 overflow-hidden\">\n<div class=\"h-full\">\n<div class=\"react-scroll-to-bottom--css-omauo-79elbk h-full\">\n<div class=\"react-scroll-to-bottom--css-omauo-1n7m0yu\">\n<div class=\"flex flex-col text-sm md:pb-9\">\n<article class=\"w-full text-token-text-primary focus-visible:outline-2 focus-visible:outline-offset-[-4px]\" dir=\"auto\" data-testid=\"conversation-turn-69\" data-scroll-anchor=\"true\">\n<div class=\"m-auto text-base py-[18px] px-3 md:px-4 w-full md:px-5 lg:px-4 xl:px-5\">\n<div class=\"mx-auto flex flex-1 gap-4 text-base md:gap-5 lg:gap-6 md:max-w-3xl lg:max-w-[40rem] xl:max-w-[48rem]\">\n<div class=\"group\/conversation-turn relative flex w-full min-w-0 flex-col agent-turn\">\n<div class=\"flex-col gap-1 md:gap-3\">\n<div class=\"flex max-w-full flex-col flex-grow\">\n<div class=\"min-h-8 text-message flex w-full flex-col items-end gap-2 whitespace-normal break-words [.text-message+&amp;]:mt-5\" dir=\"auto\" data-message-author-role=\"assistant\" data-message-id=\"973ca19b-72b1-4df9-8e30-990721dfc2ca\" data-message-model-slug=\"gpt-4o\">\n<div class=\"flex w-full flex-col gap-1 empty:hidden first:pt-[3px]\">\n<div class=\"markdown prose w-full break-words dark:prose-invert light\">\n<h3>\u0623\u0645\u062b\u0644\u0629 \u0634\u0627\u0626\u0639\u0629 \u0639\u0644\u0649 <strong>Generative Models<\/strong><\/h3>\n<ol>\n<li><strong>Generative Adversarial Networks (GANs)<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u062a\u0639\u0631\u064a\u0641<\/strong>: GANs \u0647\u064a \u0634\u0628\u0643\u0629 \u0639\u0635\u0628\u064a\u0629 \u062a\u062a\u0643\u0648\u0646 \u0645\u0646 \u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u064a\u062a\u0646\u0627\u0641\u0633\u0627\u0646 \u0645\u0639 \u0628\u0639\u0636\u0647\u0645\u0627: \u0646\u0645\u0648\u0630\u062c \u062a\u0648\u0644\u064a\u062f\u064a (Generator) \u0648\u0646\u0645\u0648\u0630\u062c \u062a\u0645\u064a\u064a\u0632\u064a (Discriminator).<\/li>\n<li><strong>\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0639\u0645\u0644<\/strong>: \u064a\u0639\u0645\u0644 <strong>Generator<\/strong> \u0639\u0644\u0649 \u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u062a\u0634\u0628\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u0639\u0645\u0644 <strong>Discriminator<\/strong> \u0639\u0644\u0649 \u062a\u0645\u064a\u064a\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0645\u0646 \u0627\u0644\u0645\u0632\u064a\u0641\u0629. \u064a\u062a\u062f\u0631\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u0627\u0646 \u0645\u0639\u064b\u0627 \u0641\u064a \u0639\u0645\u0644\u064a\u0629 \u0645\u0646\u0627\u0641\u0633\u0629\u060c \u0645\u0645\u0627 \u064a\u062d\u0633\u0646 \u0645\u0646 \u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0648\u0644\u062f\u0629.<\/li>\n<li><strong>\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a<\/strong>: \u062a\u064f\u0633\u062a\u062e\u062f\u0645 GANs \u0641\u064a \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631\u060c \u0625\u0646\u0634\u0627\u0621 \u0641\u064a\u062f\u064a\u0648\u0647\u0627\u062a \u0648\u0647\u0645\u064a\u0629 (Deepfake)\u060c \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0635\u0648\u0631 \u0645\u0646\u062e\u0641\u0636\u0629 \u0627\u0644\u062f\u0642\u0629\u060c \u0648\u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062f\u0631\u064a\u0628 \u0625\u0636\u0627\u0641\u064a\u0629.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Variational Autoencoders (VAEs)<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u062a\u0639\u0631\u064a\u0641<\/strong>: VAEs \u0647\u064a \u0634\u0628\u0643\u0629 \u0639\u0635\u0628\u064a\u0629 \u062a\u062a\u0643\u0648\u0646 \u0645\u0646 \u0648\u062d\u062f\u062a\u064a <strong>Encoder<\/strong> \u0648 <strong>Decoder<\/strong>\u060c \u062d\u064a\u062b \u064a\u062a\u0645 \u0636\u063a\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u062a\u0645\u062b\u064a\u0644 \u0623\u0628\u0633\u0637 \u062b\u0645 \u064a\u062a\u0645 \u0625\u0639\u0627\u062f\u0629 \u0628\u0646\u0627\u0626\u0647\u0627.<\/li>\n<li><strong>\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0639\u0645\u0644<\/strong>: <strong>Encoder<\/strong> \u064a\u0623\u062e\u0630 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u064a\u062d\u0648\u0651\u0644\u0647\u0627 \u0625\u0644\u0649 \u062a\u0645\u062b\u064a\u0644 \u0645\u0628\u0633\u0637 (latent space)\u060c \u062b\u0645 \u064a\u0642\u0648\u0645 <strong>Decoder<\/strong> \u0628\u0625\u0639\u0627\u062f\u0629 \u0628\u0646\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u062a\u0645\u062b\u064a\u0644. \u064a\u062a\u0645 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0639\u0644\u0649 \u0625\u0639\u0627\u062f\u0629 \u0625\u0646\u062a\u0627\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0623\u0643\u0628\u0631 \u062f\u0642\u0629 \u0645\u0645\u0643\u0646\u0629.<\/li>\n<li><strong>\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a<\/strong>: \u062a\u064f\u0633\u062a\u062e\u062f\u0645 VAEs \u0641\u064a \u0636\u063a\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u062a\u0648\u0644\u064a\u062f \u0635\u0648\u0631 \u062c\u062f\u064a\u062f\u0629\u060c \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0646\u0635\u0648\u0635.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Hidden Markov Models (HMMs)<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u062a\u0639\u0631\u064a\u0641<\/strong>: HMM \u0647\u0648 \u0646\u0645\u0648\u0630\u062c \u0625\u062d\u0635\u0627\u0626\u064a \u064a\u0633\u062a\u062e\u062f\u0645 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0623\u0648 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u062a\u0633\u0644\u0633\u0644.<\/li>\n<li><strong>\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0639\u0645\u0644<\/strong>: \u064a\u0639\u062a\u0645\u062f HMM \u0639\u0644\u0649 \u0645\u0641\u0647\u0648\u0645 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0645\u062e\u0641\u064a\u0629\u060c \u062d\u064a\u062b \u064a\u062a\u0645 \u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0643\u0633\u0644\u0633\u0644\u0629 \u0645\u0646 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0628\u0639\u0636\u0647\u0627 \u0627\u0644\u0628\u0639\u0636. \u064a\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u062a\u0627\u0628\u0639 \u0627\u0644\u0645\u062d\u062a\u0645\u0644 \u0644\u0644\u062d\u0627\u0644\u0627\u062a.<\/li>\n<li><strong>\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a<\/strong>: \u062a\u064f\u0633\u062a\u062e\u062f\u0645 HMMs \u0641\u064a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u0644\u0627\u0645\u060c \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u064a\u062f\u0648\u064a\u0629\u060c \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0641\u064a \u0627\u0644\u0637\u0628 \u0648\u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Gaussian Mixture Models (GMMs)<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u062a\u0639\u0631\u064a\u0641<\/strong>: GMM \u0647\u0648 \u0646\u0645\u0648\u0630\u062c \u0625\u062d\u0635\u0627\u0626\u064a \u064a\u0633\u062a\u062e\u062f\u0645 \u0644\u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0646 \u0637\u0631\u064a\u0642 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u062a\u0648\u0632\u064a\u0639\u0627\u062a \u0627\u0644\u063a\u0627\u0648\u0633\u064a\u0629.<\/li>\n<li><strong>\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0639\u0645\u0644<\/strong>: \u064a\u062d\u0627\u0648\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u062a\u0642\u062f\u064a\u0631 \u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0644\u064a\u0637 \u0645\u0646 \u0627\u0644\u062a\u0648\u0632\u064a\u0639\u0627\u062a \u0627\u0644\u063a\u0627\u0648\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0645\u062b\u0644 \u0627\u0644\u0623\u062c\u0632\u0627\u0621 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<li><strong>\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a<\/strong>: \u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0627\u0644\u062a\u062c\u0645\u064a\u0639 (Clustering) \u0648\u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0634\u0630\u0648\u0630 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Transformer Models (\u0645\u062b\u0644 GPT)<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u062a\u0639\u0631\u064a\u0641<\/strong>: Transformer \u0647\u0648 \u0646\u0648\u0639 \u0645\u0646 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u064a\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u060c \u0648\u0645\u0646 \u0623\u0634\u0647\u0631 \u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0639\u0644\u064a\u0647 <strong>GPT (Generative Pre-trained Transformer)<\/strong>.<\/li>\n<li><strong>\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0639\u0645\u0644<\/strong>: \u064a\u0639\u062a\u0645\u062f Transformer \u0639\u0644\u0649 \u0645\u0641\u0647\u0648\u0645 \u0622\u0644\u064a\u0627\u062a \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 (Attention Mechanisms) \u0644\u0641\u0647\u0645 \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0648\u062a\u0648\u0644\u064a\u062f \u0646\u0635\u0648\u0635 \u062c\u062f\u064a\u062f\u0629.<\/li>\n<li><strong>\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a<\/strong>: \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0646\u0635\u0648\u0635\u060c \u0627\u0633\u062a\u0643\u0645\u0627\u0644 \u0627\u0644\u062c\u0645\u0644\u060c \u0648\u0625\u0646\u0634\u0627\u0621 \u0645\u062d\u062a\u0648\u0649 \u0646\u0635\u064a \u062c\u062f\u064a\u062f \u0645\u062b\u0644 \u0627\u0644\u0645\u0642\u0627\u0644\u0627\u062a \u0648\u0627\u0644\u0642\u0635\u0635.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<hr \/>\n<h3>\u0623\u0645\u062b\u0644\u0629 \u0634\u0627\u0626\u0639\u0629 \u0639\u0644\u0649 <strong>Discriminative Models<\/strong><\/h3>\n<ol>\n<li><strong>Logistic Regression<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u062a\u0639\u0631\u064a\u0641<\/strong>: \u0646\u0645\u0648\u0630\u062c \u0628\u0633\u064a\u0637 \u0644\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062b\u0646\u0627\u0626\u064a \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0645\u0639\u0627\u062f\u0644\u0627\u062a \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0644\u0641\u0635\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0641\u0626\u062a\u064a\u0646.<\/li>\n<li><strong>\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0639\u0645\u0644<\/strong>: \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u062d\u0633\u0627\u0628 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a \u0644\u062a\u062d\u062f\u064a\u062f \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0646\u062a\u0645\u064a \u0644\u0641\u0626\u0629 \u0645\u0639\u064a\u0646\u0629 \u0623\u0645 \u0644\u0627\u060c \u0648\u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0639\u0627\u062f\u0629\u064b \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0633\u064a\u0637\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u062a\u0635\u0646\u064a\u0641\u064b\u0627 \u062b\u0646\u0627\u0626\u064a\u064b\u0627.<\/li>\n<li><strong>\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a<\/strong>: \u064a\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062b\u0646\u0627\u0626\u064a \u0645\u062b\u0644 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a \u0625\u0644\u0649 \u0628\u0631\u064a\u062f &#8220;\u0639\u0627\u062f\u064a&#8221; \u0623\u0648 &#8220;\u0645\u0632\u0639\u062c&#8221;.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Support Vector Machine (SVM)<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u062a\u0639\u0631\u064a\u0641<\/strong>: \u0646\u0645\u0648\u0630\u062c \u062a\u0645\u064a\u064a\u0632\u064a \u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0628\u0631 \u0625\u064a\u062c\u0627\u062f \u0627\u0644\u062d\u062f\u0648\u062f \u0627\u0644\u0641\u0627\u0635\u0644\u0629 (Hyperplane) \u0628\u064a\u0646 \u0627\u0644\u0641\u0626\u0627\u062a.<\/li>\n<li><strong>\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0639\u0645\u0644<\/strong>: \u064a\u0642\u0648\u0645 \u0628\u0625\u0646\u0634\u0627\u0621 \u062e\u0637 \u0623\u0648 \u0633\u0637\u062d \u0641\u064a \u0627\u0644\u0641\u0636\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u0644\u0644\u0641\u0635\u0644 \u0628\u064a\u0646 \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0628\u0623\u0643\u0628\u0631 \u0642\u062f\u0631 \u0645\u0645\u0643\u0646 \u0645\u0646 \u0627\u0644\u062a\u0645\u064a\u064a\u0632.<\/li>\n<li><strong>\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a<\/strong>: \u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631\u060c \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0644\u060c \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0646\u0635\u0648\u0635.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Decision Trees<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u062a\u0639\u0631\u064a\u0641<\/strong>: \u0646\u0645\u0648\u0630\u062c \u064a\u0633\u062a\u062e\u062f\u0645 \u0628\u0646\u064a\u0629 \u0634\u062c\u0631\u0629 \u0644\u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u062a\u0635\u0646\u064a\u0641\u064a\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<li><strong>\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0639\u0645\u0644<\/strong>: \u064a\u0642\u0648\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0634\u0631\u0648\u0637 \u0645\u0639\u064a\u0646\u0629 \u0641\u064a \u0643\u0644 \u0639\u0642\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0641\u064a \u0627\u0644\u0646\u0647\u0627\u064a\u0629 \u0625\u0644\u0649 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0623\u0648\u0631\u0627\u0642 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629.<\/li>\n<li><strong>\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a<\/strong>: \u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0641\u0626\u0627\u062a\u060c \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0641\u0626\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u064a\u0632\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Neural Networks (\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0645\u064a\u064a\u0632\u064a\u0629)<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u062a\u0639\u0631\u064a\u0641<\/strong>: \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0647\u064a \u0646\u0645\u0627\u0630\u062c \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u062a\u0633\u062a\u062e\u062f\u0645 \u0644\u0644\u062a\u0635\u0646\u064a\u0641 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/li>\n<li><strong>\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0639\u0645\u0644<\/strong>: \u062a\u062a\u0639\u0644\u0645 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0637\u0628\u0642\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0645\u0646 \u0627\u0644\u0639\u0642\u062f (Neurons)\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0628\u062a\u0639\u0644\u0645 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u063a\u064a\u0631 \u0627\u0644\u062e\u0637\u064a\u0629.<\/li>\n<li><strong>\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a<\/strong>: \u062a\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631\u060c \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u0644\u0627\u0645\u060c \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Random Forests<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u062a\u0639\u0631\u064a\u0641<\/strong>: \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0623\u0634\u062c\u0627\u0631 \u0627\u0644\u0642\u0631\u0627\u0631 \u062a\u0639\u0645\u0644 \u0645\u0639\u064b\u0627 \u0643\u0641\u0631\u064a\u0642 \u0644\u0644\u062a\u0635\u0646\u064a\u0641 \u0623\u0648 \u0627\u0644\u062a\u0646\u0628\u0624.<\/li>\n<li><strong>\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0639\u0645\u0644<\/strong>: \u064a\u062a\u0645 \u062a\u062f\u0631\u064a\u0628 \u0639\u062f\u0629 \u0623\u0634\u062c\u0627\u0631 \u0642\u0631\u0627\u0631 \u0639\u0644\u0649 \u0623\u062c\u0632\u0627\u0621 \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u064a\u062a\u0645 \u0623\u062e\u0630 \u0645\u062a\u0648\u0633\u0637 \u0646\u062a\u0627\u0626\u062c \u0647\u0630\u0647 \u0627\u0644\u0623\u0634\u062c\u0627\u0631 \u0644\u062a\u0642\u062f\u064a\u0645 \u0646\u062a\u064a\u062c\u0629 \u0623\u0643\u062b\u0631 \u062f\u0642\u0629 \u0648\u062b\u0628\u0627\u062a\u064b\u0627.<\/li>\n<li><strong>\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a<\/strong>: \u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0648\u0627\u0644\u062a\u0646\u0628\u0624\u060c \u0645\u062b\u0644 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0623\u0633\u0648\u0627\u0642 \u0627\u0644\u0645\u0627\u0644\u064a\u0629.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Naive Bayes<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u062a\u0639\u0631\u064a\u0641<\/strong>: \u0646\u0645\u0648\u0630\u062c \u0625\u062d\u0635\u0627\u0626\u064a \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0646\u0638\u0631\u064a\u0629 \u0628\u0627\u064a\u0632\u060c \u0648\u064a\u064f\u0641\u062a\u0631\u0636 \u0641\u064a\u0647 \u0627\u0633\u062a\u0642\u0644\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u064a\u0632\u0627\u062a.<\/li>\n<li><strong>\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0639\u0645\u0644<\/strong>: \u064a\u0642\u0648\u0645 \u0628\u062d\u0633\u0627\u0628 \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a \u0627\u0646\u062a\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0641\u0626\u0629 \u0645\u0639\u064a\u0646\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a \u0627\u0644\u0645\u0634\u0631\u0648\u0637\u0629 \u0644\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/li>\n<li><strong>\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a<\/strong>: \u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0646\u0635\u064a\u0629 \u0648\u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u060c \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0648\u0627\u0637\u0641 \u0641\u064a \u0627\u0644\u0646\u0635\u0648\u0635.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<hr \/>\n<h3>\u0645\u0644\u062e\u0635: \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 Generative \u0648 Discriminative Models<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u0627\u0644\u0646\u0648\u0639<\/th>\n<th>\u0623\u0645\u062b\u0644\u0629 \u0639\u0644\u0649 Generative Models<\/th>\n<th>\u0623\u0645\u062b\u0644\u0629 \u0639\u0644\u0649 Discriminative Models<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>Generative Models<\/strong><\/td>\n<td>&#8211; GANs<br \/>\n&#8211; VAEs<br \/>\n&#8211; HMMs<br \/>\n&#8211; GMMs<br \/>\n&#8211; Transformers (\u0645\u062b\u0644 GPT)<\/td>\n<td>&#8211; Logistic Regression<br \/>\n&#8211; SVM<br \/>\n&#8211; Decision Trees<br \/>\n&#8211; Neural Networks (\u062a\u0645\u064a\u064a\u0632\u064a\u0629)<br \/>\n&#8211; Random Forests<br \/>\n&#8211; Naive Bayes<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a<\/strong><\/td>\n<td>&#8211; \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631<br \/>\n&#8211; \u0627\u0633\u062a\u0643\u0645\u0627\u0644 \u0627\u0644\u0646\u0635\u0648\u0635<br \/>\n&#8211; \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0634\u0630\u0648\u0630<br \/>\n&#8211; \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0635\u0648\u0631<\/td>\n<td>&#8211; \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631<br \/>\n&#8211; \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0646\u0635\u0648\u0635<br \/>\n&#8211; \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0644<br \/>\n&#8211; \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0641\u0626\u0627\u062a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0643\u0644 \u0645\u0646 <strong>Generative Models<\/strong> \u0648 <strong>Discriminative Models<\/strong> \u0644\u0647\u0645\u0627 \u0645\u0632\u0627\u064a\u0627 \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a \u0645\u062d\u062f\u062f\u0629. <strong>Generative Models<\/strong> \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0641\u0647\u0645 \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629\u060c \u0628\u064a\u0646\u0645\u0627 <strong>Discriminative Models<\/strong> \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u062a\u0645\u064a\u064a\u0632 \u0627\u0644\u0641\u0626\u0627\u062a \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0645\u064a\u0632\u0627\u062a. \u064a\u0639\u062a\u0645\u062f \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0648\u0639 \u0627\u0644\u0623\u0646\u0633\u0628 \u0639\u0644\u0649 \u0637\u0628\u064a\u0639\u0629 \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0648\u0627\u0644\u0647\u062f\u0641 \u0645\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/p>\n<p>&nbsp;<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/article>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/article>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0643\u0644 \u0645\u0627 \u062a\u0648\u062f \u0645\u0639\u0631\u0641\u062a\u0647 \u0639\u0646 \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 Discriminative Models VS Generative Models \u0645\u0642\u062f\u0645\u0629 \u0639\u0646 Deep Learning Model Types \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 (Deep Learning) \u064a\u0645\u062b\u0644 \u0641\u0631\u0639\u064b\u0627 \u0645\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u064a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0639\u0645\u064a\u0642\u0629 (Deep Neural Networks) \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0648\u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0645\u0646\u0647\u0627. \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u060c \u0645\u0646 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u062a \u0625\u0644\u0649 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0646\u0635\u0648\u0635 \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0623\u062d\u062f \u0627\u0644\u062c\u0648\u0627\u0646\u0628 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0641\u0647\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0647\u0648 \u0645\u0639\u0631\u0641\u0629 \u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629\u060c \u062d\u064a\u062b \u064a\u0645\u0643\u0646 \u062a\u0642\u0633\u064a\u0645\u0647\u0627 \u0625\u0644\u0649 \u0646\u0648\u0639\u064a\u0646 \u0631\u0626\u064a\u0633\u064a\u064a\u0646: Discriminative Models (\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0645\u064a\u064a\u0632\u064a\u0629) Generative Models (\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629) \u064a\u062e\u062a\u0644\u0641 \u0647\u0630\u0627\u0646 \u0627\u0644\u0646\u0648\u0639\u0627\u0646 \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0641\u064a \u0627\u0644\u0647\u062f\u0641 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u060c \u0648\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u062a\u0639\u0644\u0645\u060c \u0648\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0646\u0627\u0633\u0628\u0647\u0645\u0627. \u0641\u0647\u0645 \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646\u0647\u0645\u0627 \u064a\u0633\u0627\u0639\u062f \u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0648\u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0639\u0644\u0649 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0637\u0628\u064a\u0639\u0629 \u0627\u0644\u0645\u0647\u0645\u0629 \u0627\u0644\u062a\u064a \u064a\u0631\u063a\u0628\u0648\u0646 \u0641\u064a \u062a\u062d\u0642\u064a\u0642\u0647\u0627. 1. \u0645\u0627 \u0647\u064a Discriminative Models\u061f Discriminative Models \u0647\u064a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u062a\u0639\u0645\u0644 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0639\u0644\u0649 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0648 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0646\u062a\u0627\u0626\u062c \u0645\u062d\u062f\u062f\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0639\u0644\u0627\u0642\u0629 \u0628\u064a\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a (Features) \u0648\u0627\u0644\u062a\u0633\u0645\u064a\u0627\u062a (Labels) \u0627\u0644\u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0647\u0627. \u0627\u0644\u0647\u062f\u0641 \u0645\u0646 Discriminative Models \u0647\u0648 \u062a\u0639\u0644\u0645 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u062a\u064a \u062a\u0645\u064a\u0632 \u0627\u0644\u0641\u0626\u0627\u062a \u0639\u0646 \u0628\u0639\u0636\u0647\u0627 \u0627\u0644\u0628\u0639\u0636 \u0628\u0634\u0643\u0644 \u0648\u0627\u0636\u062d\u060c \u0628\u062d\u064a\u062b \u064a\u0633\u062a\u0637\u064a\u0639 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631 \u0628\u062e\u0635\u0648\u0635 \u0641\u0626\u0629 \u0645\u0639\u064a\u0646\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u062f\u062e\u0644\u0629. \u0643\u064a\u0641 \u062a\u0639\u0645\u0644 Discriminative Models\u061f \u062a\u062a\u062f\u0631\u0628 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0648\u0633\u0648\u0645\u0629 (Labeled Data)\u060c \u0648\u062a\u062a\u0639\u0644\u0645 \u0643\u064a\u0641 \u062a\u0641\u0635\u0644 \u0628\u064a\u0646 \u0627\u0644\u0641\u0626\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u0628\u0646\u0627\u0621 \u062d\u062f\u0648\u062f \u0641\u0627\u0635\u0644\u0629 \u0641\u064a \u0641\u0636\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0623\u0646\u0647\u0627 \u0644\u0627 \u062a\u0647\u062a\u0645 \u0628\u0645\u0639\u0631\u0641\u0629 \u0643\u064a\u0641\u064a\u0629 \u062d\u062f\u0648\u062b \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0646\u0641\u0633\u0647\u0627\u060c \u0628\u0644 \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u062a\u0645\u064a\u064a\u0632 \u0627\u0644\u0641\u0626\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0623\u0646\u0645\u0627\u0637\u0647\u0627 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629. \u0623\u0645\u062b\u0644\u0629 \u0639\u0644\u0649 Discriminative Models \u062a\u0634\u0645\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0645\u064a\u064a\u0632\u064a\u0629 \u0646\u0645\u0627\u0630\u062c \u0645\u062b\u0644: Logistic Regression Support Vector Machine (SVM) Decision Trees Neural Networks (\u0641\u064a \u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0635\u0646\u064a\u0641) \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u062a\u0645\u064a\u064a\u0632\u064b\u0627 \u062f\u0642\u064a\u0642\u064b\u0627 \u0628\u064a\u0646 \u0627\u0644\u0641\u0626\u0627\u062a\u060c \u0645\u062b\u0644 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629 \u0625\u0644\u0649 &#8220;\u0639\u0627\u062f\u064a&#8221; \u0648&#8221;\u0645\u0632\u0639\u062c&#8221;\u060c \u0623\u0648 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631 \u0625\u0644\u0649 \u0641\u0626\u0627\u062a \u0645\u062b\u0644 &#8220;\u0642\u0637&#8221; \u0648&#8221;\u0643\u0644\u0628&#8221;. 2. \u0645\u0627 \u0647\u064a Generative Models\u061f \u0639\u0644\u0649 \u0627\u0644\u062c\u0627\u0646\u0628 \u0627\u0644\u0622\u062e\u0631\u060c Generative Models \u0647\u064a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u062a\u0639\u0644\u0645 \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0647\u0627 \u0628\u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0645\u0634\u0627\u0628\u0647\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0645 \u062a\u062f\u0631\u064a\u0628\u0647\u0627 \u0639\u0644\u064a\u0647\u0627. \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0644\u064a\u0633\u062a \u0645\u062e\u0635\u0635\u0629 \u0641\u0642\u0637 \u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0628\u0644 \u062a\u0647\u062f\u0641 \u0625\u0644\u0649 \u0641\u0647\u0645 \u0643\u064a\u0641\u064a\u0629 \u062d\u062f\u0648\u062b \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u062a\u0645\u0643\u0646 \u0645\u0646 \u062a\u0648\u0644\u064a\u062f \u0639\u064a\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u062a\u062a\u0628\u0639 \u0646\u0641\u0633 \u0627\u0644\u0646\u0645\u0637 \u0623\u0648 \u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0630\u064a \u062a\u0639\u0644\u0645\u062a\u0647. \u0643\u064a\u0641 \u062a\u0639\u0645\u0644 Generative Models\u061f \u062a\u062a\u0639\u0644\u0645 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0643\u0627\u0645\u0646\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0635\u0644\u064a\u0629. \u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 Generative Models \u062a\u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u062d\u062f\u0648\u062b \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u062d\u064a\u062b \u0645\u064a\u0632\u0627\u062a\u0647\u0627 \u0648\u062a\u0648\u0632\u064a\u0639\u0647\u0627\u060c \u0645\u0645\u0627 \u064a\u0645\u0643\u0651\u0646\u0647\u0627 \u0645\u0646 \u0625\u0646\u062a\u0627\u062c \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u062a\u0634\u0628\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0635\u0644\u064a\u0629. \u0623\u0645\u062b\u0644\u0629 \u0639\u0644\u0649 Generative Models \u062a\u0634\u0645\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 \u0646\u0645\u0627\u0630\u062c \u0645\u062b\u0644: Generative Adversarial Networks (GANs) Variational Autoencoders (VAEs) Hidden Markov Models (HMMs) Bayesian Networks \u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0627 \u0627\u0644\u0646\u0648\u0639 \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629\u060c \u0645\u062b\u0644 \u0625\u0646\u0634\u0627\u0621 \u0635\u0648\u0631\u060c \u062a\u0648\u0644\u064a\u062f \u0646\u0635\u0648\u0635\u060c \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0648\u0627\u0633\u062a\u0643\u0645\u0627\u0644 \u0627\u0644\u0646\u0635\u0648\u0635. \u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0628\u064a\u0646 Discriminative Models \u0648 Generative Models \u064a\u062a\u0645\u062b\u0644 \u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0628\u064a\u0646 Discriminative Models \u0648Generative Models \u0641\u064a \u0627\u0644\u0647\u062f\u0641 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0648\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u062a\u0639\u0644\u0645: Discriminative Models \u062a\u0647\u062f\u0641 \u0625\u0644\u0649 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0648 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0641\u0626\u0627\u062a\u060c \u062d\u064a\u062b \u062a\u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0641\u0635\u0644 \u0628\u064a\u0646 \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629. Generative Models \u062a\u0647\u062f\u0641 \u0625\u0644\u0649 \u0641\u0647\u0645 \u0643\u064a\u0641\u064a\u0629 \u062d\u062f\u0648\u062b \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0639\u0644\u0645 \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u062d\u064a\u062b \u064a\u0645\u0643\u0646\u0647\u0627 \u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0645\u0634\u0627\u0628\u0647\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062f\u0631\u0628\u062a \u0639\u0644\u064a\u0647\u0627. \u0623\u0647\u0645\u064a\u0629 \u0645\u0639\u0631\u0641\u0629 \u0623\u0646\u0648\u0627\u0639 Deep Learning Model Types \u0641\u0647\u0645 \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 Discriminative \u0648 Generative Models \u0645\u0647\u0645 \u062c\u062f\u064b\u0627 \u0641\u064a \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629. \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0648\u0639 \u0627\u0644\u0635\u062d\u064a\u062d \u0645\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u064a\u0633\u0627\u0639\u062f \u0641\u064a: \u062a\u062d\u0642\u064a\u0642 \u0623\u0641\u0636\u0644 \u0623\u062f\u0627\u0621: \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u062a\u062d\u0642\u064a\u0642 \u0623\u062f\u0627\u0621 \u062f\u0642\u064a\u0642 \u0648\u0645\u0648\u062b\u0648\u0642 \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0645\u0637\u0644\u0648\u0628. \u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u0648\u0642\u062a \u0648\u0627\u0644\u0645\u0648\u0627\u0631\u062f: \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062c\u0647\u062f \u0648\u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0644\u0627\u0632\u0645\u064a\u0646 \u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u063a\u064a\u0631 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629. \u062d\u0644 \u0627\u0644\u0645\u0634\u0627\u0643\u0644 \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644: \u0641\u0647\u0645 \u0627\u0644\u0647\u062f\u0641 \u0645\u0646 \u0643\u0644 \u0646\u0648\u0639 \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0648\u0639 \u0627\u0644\u0623\u0645\u062b\u0644 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u0645\u0639\u064a\u0646\u0629. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u0647\u062f\u0641 \u0647\u0648 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631 \u0625\u0644\u0649 \u0641\u0626\u0627\u062a\u060c \u0641\u0625\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Discriminative Models \u0647\u0648 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0645\u062b\u0644. \u0623\u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u0647\u062f\u0641 \u0647\u0648 \u062a\u0648\u0644\u064a\u062f \u0635\u0648\u0631 \u062c\u062f\u064a\u062f\u0629 \u062a\u0634\u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0629 \u0635\u0648\u0631 \u0645\u0639\u064a\u0646\u0629\u060c \u0641\u0625\u0646 Generative Models \u0633\u062a\u0643\u0648\u0646 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0646\u0633\u0628. \u0627\u0644\u062e\u0644\u0627\u0635\u0629 Discriminative Models \u0648Generative Models \u064a\u0645\u062b\u0644\u0627\u0646 \u0627\u0644\u0646\u0648\u0639\u064a\u0646 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u064a\u0646 \u0645\u0646 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0648\u0644\u0643\u0644 \u0645\u0646\u0647\u0645\u0627 \u062e\u0635\u0627\u0626\u0635 \u0641\u0631\u064a\u062f\u0629 \u0648\u0623\u0647\u062f\u0627\u0641 \u0645\u062d\u062f\u062f\u0629. Discriminative Models \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0648\u0627\u0644\u062a\u0646\u0628\u0624\u060c \u0628\u064a\u0646\u0645\u0627 Generative Models \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0645\u0647\u0627\u0645 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0641\u0647\u0645 \u062a\u0648\u0632\u064a\u0639\u0647\u0627. \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0648\u0639 \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0648\u062a\u0644\u0628\u064a\u0629 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0628\u0643\u0641\u0627\u0621\u0629 \u0648\u0641\u0639\u0627\u0644\u064a\u0629. &nbsp; \u0645\u0627 \u0647\u064a Discriminative Models\u061f Discriminative Models\u060c \u0623\u0648 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0645\u064a\u064a\u0632\u064a\u0629\u060c \u0647\u064a \u0646\u0648\u0639 \u0645\u0646 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u062a\u064a \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0648 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0641\u0626\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0627\u0644\u0647\u062f\u0641 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0647\u0648 \u062a\u0645\u064a\u064a\u0632 \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0644\u064a\u0633 \u0641\u0647\u0645 \u0643\u064a\u0641\u064a\u0629 \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0639\u0627\u0645\u060c \u0628\u0644 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0641\u0642\u0637 \u0639\u0644\u0649 \u0627\u0644\u062d\u062f\u0648\u062f \u0627\u0644\u0641\u0627\u0635\u0644\u0629 \u0628\u064a\u0646 \u0627\u0644\u0641\u0626\u0627\u062a. \u062a\u0639\u0631\u064a\u0641 Discriminative Models \u062a\u062a\u0639\u0644\u0645 Discriminative Models \u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0641\u0635\u0644 \u0628\u064a\u0646 \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u064a\u0632\u0627\u062a (Features) \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0639\u0644\u0627\u0642\u0629 \u0628\u064a\u0646\u0647\u0627 \u0648\u0628\u064a\u0646 \u0627\u0644\u062a\u0633\u0645\u064a\u0627\u062a (Labels) \u0623\u0648 \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0647\u062f\u0641\u0629. \u064a\u0642\u0648\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u062a\u064a \u062a\u0645\u064a\u0632 \u0643\u0644 \u0641\u0626\u0629 \u0639\u0646 \u0627\u0644\u0623\u062e\u0631\u0649\u060c \u0648\u064a\u0642\u0648\u0645 \u0628\u0628\u0646\u0627\u0621 \u062d\u062f\u0648\u062f (Decision Boundaries) \u062a\u0633\u0627\u0639\u062f\u0647 \u0639\u0644\u0649 \u0627\u0644\u062a\u0641\u0631\u064a\u0642 \u0628\u064a\u0646 \u0627\u0644\u0641\u0626\u0627\u062a \u0639\u0646\u062f \u0625\u062f\u062e\u0627\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629. \u0645\u062b\u0627\u0644 \u062a\u0648\u0636\u064a\u062d\u064a \u0644\u0646\u0641\u062a\u0631\u0636 \u0623\u0646 \u0644\u062f\u064a\u0646\u0627 \u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0645\u062c\u0645\u0648\u0639\u062a\u064a\u0646 \u0645\u0646 \u0627\u0644\u0646\u0642\u0627\u0637\u060c \u0625\u062d\u062f\u0627\u0647\u0645\u0627 \u062a\u0645\u062b\u0644 \u0635\u0648\u0631\u064b\u0627 \u0644\u0644\u0642\u0637\u0637 \u0648\u0623\u062e\u0631\u0649 \u0644\u0644\u0643\u0644\u0627\u0628. Discriminative Model \u0633\u064a\u062a\u0639\u0644\u0645 \u0645\u0627 \u0647\u064a \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0645\u064a\u0632 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0627\u0644\u0642\u0637\u0637 \u0639\u0646 \u062a\u0644\u0643 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0627\u0644\u0643\u0644\u0627\u0628\u060c \u0645\u062b\u0644 \u0634\u0643\u0644 \u0627\u0644\u0623\u0630\u0646\u064a\u0646 \u0623\u0648 \u0627\u0644\u0630\u064a\u0644. \u0641\u064a \u0646\u0647\u0627\u064a\u0629 \u0627\u0644\u0645\u0637\u0627\u0641\u060c \u0633\u064a\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 \u0635\u0648\u0631 \u0627\u0644\u0642\u0637\u0637 \u0648\u0627\u0644\u0643\u0644\u0627\u0628 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0647 \u0627\u0644\u0645\u064a\u0632\u0627\u062a. \u0643\u064a\u0641\u064a\u0629 \u0639\u0645\u0644 Discriminative Models \u0641\u064a \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0648\u062c\u0647\u0629 (Labeled Data): \u062a\u0639\u062a\u0645\u062f Discriminative Models \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0645\u064a\u0632\u0627\u062a (Features) \u0645\u0639\u0631\u0648\u0641\u0629 \u0648\u0641\u0626\u0627\u062a \u0645\u062d\u062f\u062f\u0629 (Labels). \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0633\u0627\u0639\u062f \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0648\u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0648\u0627\u0644\u0641\u0626\u0627\u062a. \u064a\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0631\u062a\u0628\u0637 \u0628\u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629. \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u062d\u062f\u0648\u062f \u0627\u0644\u062a\u0645\u064a\u064a\u0632\u064a\u0629 (Decision Boundaries): \u0628\u0639\u062f \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u064a\u0642\u0648\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u062a\u062d\u062f\u064a\u062f \u062d\u062f\u0648\u062f \u0623\u0648 \u0645\u0639\u0627\u064a\u064a\u0631 \u0645\u0639\u064a\u0646\u0629 \u062a\u0633\u0627\u0639\u062f\u0647 \u0641\u064a \u0627\u0644\u0641\u0635\u0644 \u0628\u064a\u0646 \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062a\u0639\u0644\u0642 \u0628\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629 \u0625\u0644\u0649 \u0628\u0631\u064a\u062f &#8220;\u0639\u0627\u062f\u064a&#8221; \u0623\u0648 &#8220;\u0645\u0632\u0639\u062c&#8221;\u060c \u0633\u064a\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0631\u062a\u0628\u0637 \u0639\u0627\u062f\u0629\u064b \u0628\u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0645\u0632\u0639\u062c (\u0645\u062b\u0644 \u0643\u0644\u0645\u0627\u062a \u0645\u0639\u064a\u0646\u0629 \u0623\u0648 \u0623\u0646\u0645\u0627\u0637) \u0648\u064a\u0642\u0648\u0645 \u0628\u062a\u062d\u062f\u064a\u062f\u0647\u0627 \u0643\u0645\u0639\u0627\u064a\u064a\u0631 \u0644\u0644\u062a\u0635\u0646\u064a\u0641. \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0627\u0644\u062d\u062f\u0648\u062f \u0628\u0633\u064a\u0637\u0629 \u0645\u062b\u0644 \u062e\u0637 \u0645\u0633\u062a\u0642\u064a\u0645 \u0641\u064a \u0627\u0644\u0641\u0636\u0627\u0621 \u0627\u0644\u062b\u0646\u0627\u0626\u064a\u060c \u0623\u0648 \u0642\u062f \u062a\u0643\u0648\u0646 \u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627 \u0648\u062a\u0639\u062f\u062f \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629. \u0627\u0644\u062a\u0635\u0646\u064a\u0641 (Classification): \u0639\u0646\u062f\u0645\u0627 \u064a\u062a\u0645 \u062a\u0642\u062f\u064a\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0644\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u064a\u0642\u0648\u0645 \u0628\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062d\u062f\u0648\u062f \u0627\u0644\u062a\u064a \u062a\u0639\u0644\u0645\u0647\u0627 \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0641\u0626\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629. \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u064a\u0635\u0646\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0637\u0627\u0628\u0642 \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0645\u0639\u0631\u0648\u0641\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u064a\u0629. \u0645\u062b\u0627\u0644 \u0639\u0644\u0649 \u0643\u064a\u0641\u064a\u0629 \u0639\u0645\u0644 Discriminative Models \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0645\u0647\u0645\u0629 \u0647\u064a \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0633\u0644\u0648\u0643\u0647\u0645 \u0627\u0644\u0634\u0631\u0627\u0626\u064a \u0625\u0644\u0649 &#8220;\u0639\u0645\u064a\u0644 \u062c\u064a\u062f&#8221; \u0648&#8221;\u0639\u0645\u064a\u0644 \u0639\u0627\u062f\u064a&#8221;\u060c \u0633\u064a\u0642\u0648\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0645\u064a\u0632 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u062c\u064a\u062f\u064a\u0646 (\u0645\u062b\u0644 \u0639\u062f\u062f \u0645\u0631\u0627\u062a \u0627\u0644\u0634\u0631\u0627\u0621\u060c \u0627\u0644\u0645\u0628\u0644\u063a \u0627\u0644\u0630\u064a \u064a\u064f\u0646\u0641\u0642) \u0648\u064a\u0633\u062a\u062e\u062f\u0645<\/p>\n","protected":false},"author":4,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[12,535],"tags":[],"class_list":["post-4541","post","type-post","status-publish","format-standard","hentry","category-topics","category-source"],"_links":{"self":[{"href":"https:\/\/mahira.app\/ar\/wp-json\/wp\/v2\/posts\/4541","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mahira.app\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mahira.app\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mahira.app\/ar\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/mahira.app\/ar\/wp-json\/wp\/v2\/comments?post=4541"}],"version-history":[{"count":1,"href":"https:\/\/mahira.app\/ar\/wp-json\/wp\/v2\/posts\/4541\/revisions"}],"predecessor-version":[{"id":5128,"href":"https:\/\/mahira.app\/ar\/wp-json\/wp\/v2\/posts\/4541\/revisions\/5128"}],"wp:attachment":[{"href":"https:\/\/mahira.app\/ar\/wp-json\/wp\/v2\/media?parent=4541"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mahira.app\/ar\/wp-json\/wp\/v2\/categories?post=4541"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mahira.app\/ar\/wp-json\/wp\/v2\/tags?post=4541"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}