{"id":101862,"date":"2025-03-17T02:47:46","date_gmt":"2025-03-16T23:17:46","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/understanding-language-models-a-beginner-friendly-introduction-17io\/"},"modified":"2025-03-17T02:47:46","modified_gmt":"2025-03-16T23:17:46","slug":"understanding-language-models-a-beginner-friendly-introduction-17io","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/understanding-language-models-a-beginner-friendly-introduction-17io\/","title":{"rendered":"\u062f\u0631\u06a9 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646: \u0645\u0642\u062f\u0645\u0647 \u0627\u06cc \u062f\u0648\u0633\u062a\u0627\u0646\u0647 \u0645\u0628\u062a\u062f\u06cc"},"content":{"rendered":"<div data-article-id=\"2336390\" id=\"article-body\">\n<p><\/p>\n<p>\u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0647\u0627\u06cc \u0627\u062e\u06cc\u0631 \u0628\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u062f\u0627\u063a\u062a\u0631\u06cc\u0646 \u0642\u0637\u0639\u0627\u062a \u0645\u0641\u0647\u0648\u0645\u06cc \u0641\u0646\u0627\u0648\u0631\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0646\u062f: \u062a\u0642\u0648\u06cc\u062a \u0686\u062a \u0628\u0627\u0628\u0627\u062a \u060c \u062a\u0631\u062c\u0645\u0647 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u060c \u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648 \u0648 \u062d\u062a\u06cc \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u06a9\u0645\u06a9\u06cc \u0628\u0631\u0627\u06cc \u0646\u0648\u0634\u062a\u0646 \u062e\u0644\u0627\u0642. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u060c \u0645\u0627 \u0628\u0631\u0631\u0633\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u06a9\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u060c \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f \u060c \u0648 \u0686\u0631\u0627 \u0622\u0646\u0647\u0627 \u0628\u0647 \u06cc\u06a9 \u0646\u0642\u0637\u0647 \u0639\u0637\u0641 \u062f\u06cc\u06af\u0631 \u062f\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u062f\u0631\u0646 \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0646\u062f.  <\/p>\n<hr\/>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_81 counter-hierarchy ez-toc-counter-rtl ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/nabfollower.com\/blog\/understanding-language-models-a-beginner-friendly-introduction-17io\/#%D9%85%D8%AF%D9%84_%D8%B2%D8%A8%D8%A7%D9%86_%DA%86%DB%8C%D8%B3%D8%AA%D8%9F\" >\u0645\u062f\u0644 \u0632\u0628\u0627\u0646 \u0686\u06cc\u0633\u062a\u061f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/nabfollower.com\/blog\/understanding-language-models-a-beginner-friendly-introduction-17io\/#%D9%86%DA%A9%D8%A7%D8%AA_%DA%A9%D9%84%DB%8C%D8%AF%DB%8C\" >\u0646\u06a9\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc:<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/understanding-language-models-a-beginner-friendly-introduction-17io\/#%D8%AA%D8%A7%D8%B1%DB%8C%D8%AE%DA%86%D9%87_%D9%85%D8%AE%D8%AA%D8%B5%D8%B1%DB%8C_%D8%A7%D8%B2_%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_%D8%B2%D8%A8%D8%A7%D9%86\" >\u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u0645\u062e\u062a\u0635\u0631\u06cc \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/understanding-language-models-a-beginner-friendly-introduction-17io\/#%F0%9F%94%B9_%D8%A7%D8%A8%D8%AA%D8%AF%D8%A7%DB%8C_%D8%A7%D9%88%D9%84%DB%8C%D9%87_%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_%D8%A2%D9%85%D8%A7%D8%B1%DB%8C\" >\ud83d\udd39 \u0627\u0628\u062a\u062f\u0627\u06cc \u0627\u0648\u0644\u06cc\u0647: \u0645\u062f\u0644 \u0647\u0627\u06cc \u0622\u0645\u0627\u0631\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/nabfollower.com\/blog\/understanding-language-models-a-beginner-friendly-introduction-17io\/#%F0%9F%94%B9_%D8%A7%D9%86%D9%82%D9%84%D8%A7%D8%A8_%D8%B9%D8%B5%D8%A8%DB%8C\" >\ud83d\udd39 \u0627\u0646\u0642\u0644\u0627\u0628 \u0639\u0635\u0628\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/nabfollower.com\/blog\/understanding-language-models-a-beginner-friendly-introduction-17io\/#%F0%9F%94%B9_%D8%AA%D8%B1%D8%A7%D9%86%D8%B3%D9%81%D9%88%D8%B1%D9%85%D8%A7%D8%AA%D9%88%D8%B1_%D8%B1%D8%A7_%D9%88%D8%A7%D8%B1%D8%AF_%DA%A9%D9%86%DB%8C%D8%AF\" >\ud83d\udd39 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/nabfollower.com\/blog\/understanding-language-models-a-beginner-friendly-introduction-17io\/#%F0%9F%94%B9_%D8%B8%D9%87%D9%88%D8%B1_%D9%85%D8%AF%D9%84%D9%87%D8%A7%DB%8C_%D8%A8%D8%B2%D8%B1%DA%AF_%D8%B2%D8%A8%D8%A7%D9%86\" >\ud83d\udd39 \u0638\u0647\u0648\u0631 \u0645\u062f\u0644\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0632\u0628\u0627\u0646<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/nabfollower.com\/blog\/understanding-language-models-a-beginner-friendly-introduction-17io\/#%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_%D8%B2%D8%A8%D8%A7%D9%86_%DA%86%DA%AF%D9%88%D9%86%D9%87_%DA%A9%D8%A7%D8%B1_%D9%85%DB%8C_%DA%A9%D9%86%D9%86%D8%AF%D8%9F\" >\u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f\u061f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/nabfollower.com\/blog\/understanding-language-models-a-beginner-friendly-introduction-17io\/#1%E2%83%A3_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C_%D8%A7%D8%B2_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7\" >1\u20e3 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/nabfollower.com\/blog\/understanding-language-models-a-beginner-friendly-introduction-17io\/#2%E2%83%A3_%D9%85%D8%B9%D9%85%D8%A7%D8%B1%DB%8C_%D8%AA%D8%B1%D8%A7%D9%86%D8%B3%D9%81%D9%88%D8%B1%D9%85%D8%A7%D8%AA%D9%88%D8%B1\" >2\u20e3 \u0645\u0639\u0645\u0627\u0631\u06cc \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/nabfollower.com\/blog\/understanding-language-models-a-beginner-friendly-introduction-17io\/#3_%E2%83%A3_%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%D8%AF%D9%82%DB%8C%D9%82_%D9%88_%D8%B3%D8%A7%D8%B2%DA%AF%D8%A7%D8%B1%DB%8C\" >3 \u20e3 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0648 \u0633\u0627\u0632\u06af\u0627\u0631\u06cc<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/nabfollower.com\/blog\/understanding-language-models-a-beginner-friendly-introduction-17io\/#%F0%9F%8C%8D_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D9%87%D8%A7%DB%8C_%D9%85%D8%AF%D9%84%D9%87%D8%A7%DB%8C_%D8%B2%D8%A8%D8%A7%D9%86%DB%8C\" >\ud83c\udf0d \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0645\u062f\u0644\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/nabfollower.com\/blog\/understanding-language-models-a-beginner-friendly-introduction-17io\/#%E2%9A%A0_%DA%86%D8%A7%D9%84%D8%B4_%D9%87%D8%A7_%D9%88_%D9%85%D8%AD%D8%AF%D9%88%D8%AF%DB%8C%D8%AA_%D9%87%D8%A7\" >\u26a0 \u0686\u0627\u0644\u0634 \u0647\u0627 \u0648 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/nabfollower.com\/blog\/understanding-language-models-a-beginner-friendly-introduction-17io\/#1_%E2%83%A3_%D8%AA%D9%88%D9%87%D9%85\" >1 \u20e3 \u062a\u0648\u0647\u0645<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/nabfollower.com\/blog\/understanding-language-models-a-beginner-friendly-introduction-17io\/#2_%E2%83%A3_%D8%AA%D8%B9%D8%B5%D8%A8\" >2 \u20e3 \u062a\u0639\u0635\u0628<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/nabfollower.com\/blog\/understanding-language-models-a-beginner-friendly-introduction-17io\/#3%E2%83%A3_%D8%AA%D9%81%D8%B3%DB%8C%D8%B1\" >3\u20e3 \u062a\u0641\u0633\u06cc\u0631<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/nabfollower.com\/blog\/understanding-language-models-a-beginner-friendly-introduction-17io\/#4%E2%83%A3_%D9%85%D9%86%D8%A7%D8%A8%D8%B9_%D9%85%D8%AD%D8%A7%D8%B3%D8%A8%D8%A7%D8%AA%DB%8C\" >4\u20e3 \u0645\u0646\u0627\u0628\u0639 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/nabfollower.com\/blog\/understanding-language-models-a-beginner-friendly-introduction-17io\/#%F0%9F%94%AE_%D8%A2%DB%8C%D9%86%D8%AF%D9%87_%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_%D8%B2%D8%A8%D8%A7%D9%86\" >\ud83d\udd2e \u0622\u06cc\u0646\u062f\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/nabfollower.com\/blog\/understanding-language-models-a-beginner-friendly-introduction-17io\/#%D9%BE%D8%A7%DB%8C%D8%A7%D9%86\" >\u067e\u0627\u06cc\u0627\u0646<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/nabfollower.com\/blog\/understanding-language-models-a-beginner-friendly-introduction-17io\/#%F0%9F%93%9A_%D8%AE%D9%88%D8%A7%D9%86%D8%AF%D9%86_%D8%A8%DB%8C%D8%B4%D8%AA%D8%B1\" >\ud83d\udcda \u062e\u0648\u0627\u0646\u062f\u0646 \u0628\u06cc\u0634\u062a\u0631<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%AF%D9%84_%D8%B2%D8%A8%D8%A7%D9%86_%DA%86%DB%8C%D8%B3%D8%AA%D8%9F\"><\/span>\n<p>  \u0645\u062f\u0644 \u0632\u0628\u0627\u0646 \u0686\u06cc\u0633\u062a\u061f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0627 \u06a9\u0644\u0645\u0627\u062a \u0633\u0627\u062f\u0647 \u060c LM \u06cc\u06a9 \u0627\u0644\u06af\u0648\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0645\u062a\u0646 \u060c \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0648 \u062a\u0648\u0644\u06cc\u062f \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627 \u0628\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646 \u0639\u0638\u06cc\u0645 \u060c \u0633\u0627\u062e\u062a\u0627\u0631 \u0622\u0645\u0627\u0631\u06cc \u0632\u0628\u0627\u0646 \u0631\u0627 \u0645\u06cc \u0622\u0645\u0648\u0632\u0646\u062f. \u0633\u0624\u0627\u0644\u0627\u062a\u06cc \u06a9\u0647 \u0622\u0646\u0647\u0627 \u067e\u0627\u0633\u062e \u0645\u06cc \u062f\u0647\u0646\u062f \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:  <\/p>\n<ul>\n<li>\n<em>\u0686\u0647 \u06a9\u0644\u0645\u0647 \u0627\u06cc \u0628\u0647 \u0627\u062d\u062a\u0645\u0627\u0644 \u0632\u06cc\u0627\u062f \u062f\u0631 \u06cc\u06a9 \u062c\u0645\u0644\u0647 \u062f\u0646\u0628\u0627\u0644 \u0645\u06cc \u0634\u0648\u062f\u061f<\/em>\n<\/li>\n<li>\n<em>\u062a\u0627 \u0686\u0647 \u062d\u062f \u0645\u06cc \u062a\u0648\u0627\u0646\u0645 \u06cc\u06a9 \u067e\u0627\u0631\u0627\u06af\u0631\u0627\u0641 \u0639\u0645\u0648\u0645\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0622\u0646 \u0645\u0648\u0636\u0648\u0639 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u0645\u061f<\/em>\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D9%86%DA%A9%D8%A7%D8%AA_%DA%A9%D9%84%DB%8C%D8%AF%DB%8C\"><\/span>\n<p>  \u0646\u06a9\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u2705 <strong>\u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc:<\/strong> \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0627\u062d\u062a\u0645\u0627\u0644 \u062a\u0648\u0627\u0644\u06cc \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u062a\u062e\u0645\u06cc\u0646 \u0645\u06cc \u0632\u0646\u0646\u062f.<\/p>\n<p>\u2705 <strong>\u0646\u0633\u0644:<\/strong> \u0622\u0646\u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u06cc\u06a9 \u06a9\u0644\u0645\u0647 \u062f\u0631 \u06cc\u06a9 \u0632\u0645\u0627\u0646 \u0645\u062a\u0646 \u0645\u0627\u0646\u0646\u062f \u0627\u0646\u0633\u0627\u0646 \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u0646\u062f.<\/p>\n<p>\u2705 <strong>\u062f\u0631\u06a9:<\/strong> \u0627\u06af\u0631\u0686\u0647 \u0622\u0646\u0647\u0627 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0646\u0645\u06cc \u06a9\u0646\u0646\u062f <em>\u062f\u0631\u06a9 \u06a9\u0631\u062f\u0646<\/em> \u0622\u0646\u0647\u0627 \u0628\u0647 \u0645\u0639\u0646\u0627\u06cc \u0627\u0646\u0633\u0627\u0646 \u060c \u0622\u0646\u0647\u0627 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u060c \u062f\u0633\u062a\u0648\u0631 \u0632\u0628\u0627\u0646 \u0648 \u0645\u062a\u0646 \u0631\u0627 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f \u060c \u0636\u0628\u0637 \u0645\u06cc \u06a9\u0646\u0646\u062f.  <\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AA%D8%A7%D8%B1%DB%8C%D8%AE%DA%86%D9%87_%D9%85%D8%AE%D8%AA%D8%B5%D8%B1%DB%8C_%D8%A7%D8%B2_%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_%D8%B2%D8%A8%D8%A7%D9%86\"><\/span>\n<p>  \u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u0645\u062e\u062a\u0635\u0631\u06cc \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%94%B9_%D8%A7%D8%A8%D8%AA%D8%AF%D8%A7%DB%8C_%D8%A7%D9%88%D9%84%DB%8C%D9%87_%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_%D8%A2%D9%85%D8%A7%D8%B1%DB%8C\"><\/span>\n<p>  \ud83d\udd39 \u0627\u0628\u062a\u062f\u0627\u06cc \u0627\u0648\u0644\u06cc\u0647: \u0645\u062f\u0644 \u0647\u0627\u06cc \u0622\u0645\u0627\u0631\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u060c \u0628\u06cc\u0634\u062a\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0628\u0631 \u0627\u0633\u0627\u0633 <strong>\u0631\u0648\u0634\u0647\u0627\u06cc \u0622\u0645\u0627\u0631\u06cc<\/strong>\u0628\u0634\u0631 \u062f\u0631 <strong>\u0645\u062f\u0644 N-Gram<\/strong> \u06a9\u0644\u0645\u0647 \u0628\u0639\u062f\u06cc \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0646\u0633\u062e\u0647 \u0642\u0628\u0644\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u06a9\u0631\u062f <em>\u062d\u0631\u0641<\/em> \u06a9\u0644\u0645\u0627\u062a \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a \u060c \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627 \u062f\u0627\u0631\u0627\u06cc \u06cc\u06a9 <strong>\u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0645\u062d\u062f\u0648\u062f \u0628\u0631\u0627\u06cc \u06af\u0631\u0641\u062a\u0646 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc \u0627\u0632 \u0631\u0627\u0647 \u062f\u0648\u0631<\/strong> \u062f\u0631 \u0645\u062a\u0646  <\/p>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%94%B9_%D8%A7%D9%86%D9%82%D9%84%D8%A7%D8%A8_%D8%B9%D8%B5%D8%A8%DB%8C\"><\/span>\n<p>  \ud83d\udd39 \u0627\u0646\u0642\u0644\u0627\u0628 \u0639\u0635\u0628\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u0648\u0627\u06cc\u0644 \u0633\u0627\u0644 2010 \u0634\u0627\u0647\u062f \u0645\u0639\u0631\u0641\u06cc \u0628\u0648\u062f <strong>\u062a\u0639\u0628\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a<\/strong> (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c Word2VEC) \u060c \u06a9\u0647 \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0645\u062f\u0627\u0648\u0645 \u062f\u0631 \u0641\u0636\u0627\u06cc \u0628\u0627 \u0627\u0628\u0639\u0627\u062f \u0628\u0627\u0644\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0627\u062f. \u0627\u06cc\u0646 \u062a\u0639\u0628\u06cc\u0647 \u0647\u0627 \u0628\u0647 \u0645\u062f\u0644 \u0647\u0627 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u0646\u062f <strong>\u0634\u0628\u0627\u0647\u062a \u0647\u0627\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc<\/strong>&#8211; \u06a9\u0644\u0645\u0627\u062a \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647 \u0628\u0627\u0632\u0646\u0645\u0648\u062f\u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647\u06cc \u062f\u0627\u0634\u062a\u0646\u062f.  <\/p>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%94%B9_%D8%AA%D8%B1%D8%A7%D9%86%D8%B3%D9%81%D9%88%D8%B1%D9%85%D8%A7%D8%AA%D9%88%D8%B1_%D8%B1%D8%A7_%D9%88%D8%A7%D8%B1%D8%AF_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  \ud83d\udd39 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 \u0633\u0627\u0644 2017 \u060c \u0648\u0627\u0633\u0648\u0627\u0646\u06cc \u0648 \u0647\u0645\u06a9\u0627\u0631\u0627\u0646. \u0645\u0639\u0631\u0641\u06cc \u0634\u062f\u0647 <strong>\u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631<\/strong> \u0645\u0639\u0645\u0627\u0631\u06cc \u060c \u06a9\u0647 NLP \u0631\u0627 \u0645\u062a\u062d\u0648\u0644 \u06a9\u0631\u062f. \u0628\u0631\u062e\u0644\u0627\u0641 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0642\u0628\u0644\u06cc \u060c \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631\u0647\u0627 \u0627\u0632 a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f <strong>\u0633\u0627\u0632\u0648\u06a9\u0627\u0631\u06cc \u062e\u0648\u062f\u062f\u0627\u0631\u06cc<\/strong> \u0628\u0631\u0627\u06cc \u0648\u0632\u0646 \u06af\u06cc\u0631\u06cc \u06a9\u0644\u0645\u0627\u062a \u0645\u062e\u062a\u0644\u0641 \u062f\u0631 \u06cc\u06a9 \u062c\u0645\u0644\u0647 \u060c \u0635\u0631\u0641 \u0646\u0638\u0631 \u0627\u0632 \u0645\u0648\u0642\u0639\u06cc\u062a \u0622\u0646\u0647\u0627. \u0627\u06cc\u0646 \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u0645\u0648\u0641\u0642\u06cc\u062a \u0641\u0639\u0627\u0644 \u0634\u062f <strong>\u0645\u062f\u0644 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0632\u0628\u0627\u0646 (LLMS)<\/strong> \u0628\u0631\u0627\u06cc \u06af\u0631\u0641\u062a\u0646 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc \u062f\u0648\u0631\u0628\u0631\u062f \u0648 \u0632\u0645\u06cc\u0646\u0647 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0624\u062b\u0631\u062a\u0631.  <\/p>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%94%B9_%D8%B8%D9%87%D9%88%D8%B1_%D9%85%D8%AF%D9%84%D9%87%D8%A7%DB%8C_%D8%A8%D8%B2%D8%B1%DA%AF_%D8%B2%D8%A8%D8%A7%D9%86\"><\/span>\n<p>  \ud83d\udd39 \u0638\u0647\u0648\u0631 \u0645\u062f\u0644\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0632\u0628\u0627\u0646<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0633\u0627\u0644\u0647\u0627\u06cc \u0627\u062e\u06cc\u0631 \u0634\u0627\u0647\u062f \u0638\u0647\u0648\u0631 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a <strong>\u0639\u0638\u06cc\u0645<\/strong> LLMS \u0645\u0627\u0646\u0646\u062f <strong>GPT-4O \u060c Claude 3.5 Sunning \u060c Land 3<\/strong>\u060c \u0648 \u062f\u06cc\u06af\u0631\u0627\u0646 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0648\u0633\u06cc\u0639 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f &#8211; \u06af\u0627\u0647\u06cc \u0627\u0648\u0642\u0627\u062a \u0641\u0631\u0627\u06af\u06cc\u0631 <strong>\u0635\u062f\u0647\u0627 \u0645\u06cc\u0644\u06cc\u0627\u0631\u062f \u06a9\u0644\u0645\u0647<\/strong>&#8211; \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 GPU \u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0648 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647.  <\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_%D8%B2%D8%A8%D8%A7%D9%86_%DA%86%DA%AF%D9%88%D9%86%D9%87_%DA%A9%D8%A7%D8%B1_%D9%85%DB%8C_%DA%A9%D9%86%D9%86%D8%AF%D8%9F\"><\/span>\n<p>  \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f\u061f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631\u06a9 \u0686\u06af\u0648\u0646\u06af\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0633\u0647 \u0645\u0624\u0644\u0641\u0647 \u0627\u0633\u0627\u0633\u06cc \u062a\u0642\u0633\u06cc\u0645 \u0634\u0648\u062f:  <\/p>\n<h3><span class=\"ez-toc-section\" id=\"1%E2%83%A3_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C_%D8%A7%D8%B2_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7\"><\/span>\n<p>  1\u20e3 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>LLM \u0647\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646\u0647\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f <strong>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062e\u0648\u062f \u0633\u0646\u062c\u06cc<\/strong>\u060c \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u06a9\u0647 \u0622\u0646\u0647\u0627 \u0628\u062e\u0634 \u0647\u0627\u06cc\u06cc \u0627\u0632 \u0645\u062a\u0646 \u0631\u0627 \u0627\u0632 \u0633\u0627\u06cc\u0631 \u0642\u0633\u0645\u062a \u0647\u0627 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0645\u06cc \u06a9\u0646\u0646\u062f \u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062f\u0627\u0631\u0627\u06cc \u0628\u0631\u0686\u0633\u0628 \u062f\u0633\u062a\u06cc. \u0645\u062b\u0627\u0644\u0647\u0627 \u0634\u0627\u0645\u0644:  <\/p>\n<ul>\n<li>\n<strong>\u0645\u062f\u0644\u0647\u0627\u06cc \u062e\u0648\u062f\u062c\u0648\u0634<\/strong> (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c GPT) \u06a9\u0644\u0645\u0647 \u0628\u0639\u062f\u06cc \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u062f\u0646\u0628\u0627\u0644\u0647 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u06a9\u0646\u06cc\u062f.\n<\/li>\n<li>\n<strong>\u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u0646\u0642\u0627\u0628 \u062f\u0627\u0631<\/strong> (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u0628\u0631\u062a) \u06a9\u0644\u0645\u0627\u062a \u06af\u0645\u0634\u062f\u0647 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u062c\u0645\u0644\u0647 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u06a9\u0646\u06cc\u062f.\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"2%E2%83%A3_%D9%85%D8%B9%D9%85%D8%A7%D8%B1%DB%8C_%D8%AA%D8%B1%D8%A7%D9%86%D8%B3%D9%81%D9%88%D8%B1%D9%85%D8%A7%D8%AA%D9%88%D8%B1\"><\/span>\n<p>  2\u20e3 \u0645\u0639\u0645\u0627\u0631\u06cc \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u06cc\u06a9 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631 \u0627\u0632 \u06cc\u06a9 <strong>\u0645\u06a9\u0627\u0646\u06cc\u0632\u0645 \u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u0631\u0645\u0632\u06af\u0630\u0627\u0631<\/strong> \u0627\u06cc\u0646 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u0627\u0632\u06cc \u0646\u0634\u0627\u0646\u0647 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc \u06a9\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06cc\u06a9 \u0634\u06a9\u0633\u062a \u0633\u0627\u062f\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:  <\/p>\n<ol>\n<li>\n<strong>\u0646\u0634\u0627\u0646\u0647 \u06af\u0630\u0627\u0631\u06cc:<\/strong> \u0645\u062a\u0646 \u0628\u0647 \u0646\u0634\u0627\u0646\u0647 \u0647\u0627 (\u06a9\u0644\u0645\u0627\u062a \u06cc\u0627 \u0632\u06cc\u0631 \u06a9\u0644\u0645\u0627\u062a) \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u0634\u0648\u062f.\n<\/li>\n<li>\n<strong>\u062c\u0627\u0633\u0627\u0632\u06cc:<\/strong> \u0646\u0634\u0627\u0646\u0647 \u0647\u0627 \u0628\u0647 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u0634\u0648\u0646\u062f.\n<\/li>\n<li>\n<strong>\u062a\u0648\u062c\u0647 \u062e\u0648\u062f:<\/strong> \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0646\u0645\u0631\u0627\u062a \u062a\u0648\u062c\u0647 \u0631\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u062a\u0639\u06cc\u06cc\u0646 \u06a9\u0646\u062f \u06a9\u0647 \u0647\u0631 \u0646\u0634\u0627\u0646\u0647 \u062f\u0631 \u062f\u0646\u0628\u0627\u0644\u0647 \u0686\u0642\u062f\u0631 \u0645\u0631\u062a\u0628\u0637 \u0627\u0633\u062a.\n<\/li>\n<li>\n<strong>\u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0627\u0646\u0628\u0627\u0634\u062a\u0647:<\/strong> \u0686\u0646\u062f\u06cc\u0646 \u0644\u0627\u06cc\u0647 \u062a\u0648\u062c\u0647 \u0648 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u062a\u063a\u0630\u06cc\u0647 \u0627\u06cc \u0628\u0647 \u062c\u0644\u0648 \u060c \u0645\u062f\u0644 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc \u0633\u0627\u0632\u062f \u062a\u0627 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0631\u0627 \u0636\u0628\u0637 \u06a9\u0646\u062f.\n<\/li>\n<li>\n<strong>\u062a\u0648\u0644\u06cc\u062f \u062e\u0631\u0648\u062c\u06cc:<\/strong> \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0645\u062a\u0646 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0647\u0645\u0632\u0645\u0627\u0646 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a \u0622\u0645\u0648\u062e\u062a\u0647 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f.\n<\/li>\n<\/ol>\n<h3><span class=\"ez-toc-section\" id=\"3_%E2%83%A3_%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%D8%AF%D9%82%DB%8C%D9%82_%D9%88_%D8%B3%D8%A7%D8%B2%DA%AF%D8%A7%D8%B1%DB%8C\"><\/span>\n<p>  3 \u20e3 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0648 \u0633\u0627\u0632\u06af\u0627\u0631\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u067e\u0633 \u0627\u0632 \u067e\u06cc\u0634 \u0627\u0632 \u062a\u0631\u0633\u0627\u0646\u062f\u0646 \u062f\u0631 \u06cc\u06a9 \u062c\u0633\u062f \u0639\u0645\u0648\u0645\u06cc \u060c \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627\u0634\u0646\u062f <strong>\u0628\u0627 \u0631\u06cc\u0632 \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647<\/strong> \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u062e\u0627\u0635 (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u062a\u0631\u062c\u0645\u0647 \u060c \u062e\u0644\u0627\u0635\u0647 \u060c \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a). \u0627\u06cc\u0646 \u0631\u0648\u0646\u062f <strong>\u0645\u062a\u062e\u0635\u0635<\/strong> \u0627\u06cc\u0646 \u0645\u062f\u0644 \u060c \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u0645\u06cc \u06a9\u0646\u062f.  <\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%F0%9F%8C%8D_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D9%87%D8%A7%DB%8C_%D9%85%D8%AF%D9%84%D9%87%D8%A7%DB%8C_%D8%B2%D8%A8%D8%A7%D9%86%DB%8C\"><\/span>\n<p>  \ud83c\udf0d \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0645\u062f\u0644\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u2705 <strong>Chatbots \u0648 \u062f\u0633\u062a\u06cc\u0627\u0631\u0627\u0646 \u0645\u062c\u0627\u0632\u06cc<\/strong> \u2192 \u0645\u06a9\u0627\u0644\u0645\u0627\u062a \u0645\u062d\u0648\u0631 AI (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c Chatgpt \u060c Google Bard).<\/p>\n<p>\u2705 <strong>\u062a\u0631\u062c\u0645\u0647<\/strong> \u2192 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Deepl \u0648 Google \u062a\u0631\u062c\u0645\u0647 \u0631\u0627 \u0641\u0639\u0627\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u2705 <strong>\u0645\u062d\u062a\u0648\u0627<\/strong> \u2192 \u06a9\u0645\u06a9 \u0628\u0647 \u0646\u0648\u0634\u062a\u0646 \u0645\u0642\u0627\u0644\u0647 \u060c \u06a9\u067e\u06cc \u0628\u0627\u0632\u0627\u0631\u06cc\u0627\u0628\u06cc \u0648 \u062d\u062a\u06cc \u062f\u0627\u0633\u062a\u0627\u0646.<\/p>\n<p>\u2705 <strong>\u062e\u0644\u0627\u0635\u0647 \u0645\u062a\u0646<\/strong> \u2192 \u0645\u062a\u0631\u0627\u06a9\u0645 \u06a9\u0631\u062f\u0646 \u0627\u0633\u0646\u0627\u062f \u0637\u0648\u0644\u0627\u0646\u06cc \u062f\u0631 \u062e\u0644\u0627\u0635\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0635\u0631.  <\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%E2%9A%A0_%DA%86%D8%A7%D9%84%D8%B4_%D9%87%D8%A7_%D9%88_%D9%85%D8%AD%D8%AF%D9%88%D8%AF%DB%8C%D8%AA_%D9%87%D8%A7\"><\/span>\n<p>  \u26a0 \u0686\u0627\u0644\u0634 \u0647\u0627 \u0648 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"1_%E2%83%A3_%D8%AA%D9%88%D9%87%D9%85\"><\/span>\n<p>  1 \u20e3 \u062a\u0648\u0647\u0645<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>LLMS \u06af\u0627\u0647\u06cc \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f <strong>\u0628\u0627 \u0635\u062f\u0627\u06cc \u0642\u0627\u0628\u0644 \u0642\u0628\u0648\u0644 \u0627\u0645\u0627 \u062f\u0631 \u0648\u0627\u0642\u0639 \u0646\u0627\u062f\u0631\u0633\u062a \u0627\u0633\u062a<\/strong> \u06cc\u0627 \u0645\u062a\u0646 \u0645\u0632\u062e\u0631\u0641 &#8211; \u067e\u062f\u06cc\u062f\u0647 \u0627\u06cc \u06a9\u0647 \u0628\u0647 \u0622\u0646 \u0645\u0639\u0631\u0648\u0641 \u0627\u0633\u062a <strong>\u062a\u0648\u0647\u06cc\u0646<\/strong>\u0628\u0634\u0631  <\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_%E2%83%A3_%D8%AA%D8%B9%D8%B5%D8%A8\"><\/span>\n<p>  2 \u20e3 \u062a\u0639\u0635\u0628<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u0632 \u0622\u0646\u062c\u0627 \u06a9\u0647 LLMS \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u06cc \u06a9\u0647 \u0645\u0646\u0639\u06a9\u0633 \u06a9\u0646\u0646\u062f\u0647 \u062a\u0639\u0635\u0628\u0627\u062a \u0627\u0646\u0633\u0627\u0646\u06cc \u0627\u0633\u062a \u060c \u0645\u06cc \u0622\u0645\u0648\u0632\u0646\u062f \u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0633\u0647\u0648\u0627\u064b <strong>\u062a\u06a9\u0631\u0627\u0631 \u06cc\u0627 \u062a\u0642\u0648\u06cc\u062a<\/strong> \u0622\u0646 \u062a\u0639\u0635\u0628\u0627\u062a  <\/p>\n<h3><span class=\"ez-toc-section\" id=\"3%E2%83%A3_%D8%AA%D9%81%D8%B3%DB%8C%D8%B1\"><\/span>\n<p>  3\u20e3 \u062a\u0641\u0633\u06cc\u0631<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0639\u0645\u0644\u06a9\u0631\u062f <strong>\u062c\u0639\u0628\u0647 \u0647\u0627\u06cc \u0633\u06cc\u0627\u0647<\/strong>\u062f\u0631\u06a9 \u0686\u06af\u0648\u0646\u06af\u06cc \u0631\u0633\u06cc\u062f\u0646 \u0628\u0647 \u062a\u0635\u0645\u06cc\u0645\u0627\u062a \u062e\u0627\u0635 \u060c \u062f\u0634\u0648\u0627\u0631 \u0627\u0633\u062a.  <\/p>\n<h3><span class=\"ez-toc-section\" id=\"4%E2%83%A3_%D9%85%D9%86%D8%A7%D8%A8%D8%B9_%D9%85%D8%AD%D8%A7%D8%B3%D8%A8%D8%A7%D8%AA%DB%8C\"><\/span>\n<p>  4\u20e3 \u0645\u0646\u0627\u0628\u0639 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 LLM \u0647\u0627 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f <strong>\u0642\u062f\u0631\u062a \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0639\u0638\u06cc\u0645<\/strong>\u060c \u0645\u0646\u062c\u0631 \u0628\u0647 \u0647\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0628\u0627\u0644\u0627 \u0648 \u0646\u06af\u0631\u0627\u0646\u06cc \u0647\u0627\u06cc \u0632\u06cc\u0633\u062a \u0645\u062d\u06cc\u0637\u06cc.  <\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%F0%9F%94%AE_%D8%A2%DB%8C%D9%86%D8%AF%D9%87_%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_%D8%B2%D8%A8%D8%A7%D9%86\"><\/span>\n<p>  \ud83d\udd2e \u0622\u06cc\u0646\u062f\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\ud83d\ude80 <strong>\u062a\u0641\u0633\u06cc\u0631 \u0628\u0647\u0628\u0648\u062f \u06cc\u0627\u0641\u062a\u0647<\/strong> \u2192 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u062f\u0631 \u062a\u0641\u0633\u06cc\u0631 \u0645\u06a9\u0627\u0646\u06cc\u06a9\u06cc \u0628\u0627 \u0647\u062f\u0641 \u062a\u063a\u06cc\u06cc\u0631 \u0634\u06a9\u0644 \u062f\u0627\u062f\u0646 \u0628\u0647 \u0646\u062d\u0648\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0627\u0637\u0644\u0627\u0639\u0627\u062a.<\/p>\n<p>\ud83d\udca1 <strong>\u06a9\u0627\u0647\u0634 \u0645\u0635\u0631\u0641 \u0645\u0646\u0627\u0628\u0639<\/strong> \u2192 \u0641\u0634\u0631\u062f\u0647 \u0633\u0627\u0632\u06cc \u0645\u062f\u0644 \u0648 \u0631\u0648\u0634\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0627\u0639\u062b \u0645\u06cc \u0634\u0648\u062f LLM \u0647\u0627 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u062a\u0631 \u0628\u0627\u0634\u0646\u062f.<\/p>\n<p>\ud83d\udcf8 <strong>\u0645\u062f\u0644 \u0647\u0627\u06cc \u0686\u0646\u062f \u062d\u0627\u0644\u062a\u0647<\/strong> \u2192 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0628\u0631\u0627\u06cc \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u063a\u0646\u06cc \u062a\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u062a\u0646 \u060c \u062a\u0635\u0627\u0648\u06cc\u0631 \u0648 \u0635\u062f\u0627 \u0631\u0627 \u0627\u062f\u063a\u0627\u0645 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<p>\ud83d\udee1 <strong>\u0627\u0642\u062f\u0627\u0645\u0627\u062a \u0627\u06cc\u0645\u0646\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647<\/strong> \u2192 \u062a\u0644\u0627\u0634 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u062a\u0648\u0647\u0645 \u0648 \u06a9\u0627\u0647\u0634 \u062a\u0639\u0635\u0628 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u0633\u0626\u0648\u0644 AI \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a.  <\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D9%BE%D8%A7%DB%8C%D8%A7%D9%86\"><\/span>\n<p>  \u067e\u0627\u06cc\u0627\u0646<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u0627\u0632 <strong>\u0645\u062f\u0644\u0647\u0627\u06cc \u0622\u0645\u0627\u0631\u06cc \u0633\u0627\u062f\u0647<\/strong> \u0628\u0647 \u0627\u0645\u0631\u0648\u0632 <strong>\u063a\u0648\u0644 \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631<\/strong>\u060c \u0641\u0639\u0627\u0644 \u06a9\u0631\u062f\u0646 \u0637\u06cc\u0641 \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u06cc \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627 \u060c \u0627\u0632 \u0686\u062a \u0628\u0627\u0628\u0627\u062a \u06af\u0631\u0641\u062a\u0647 \u062a\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062a\u0631\u062c\u0645\u0647. \u0628\u0627 \u0648\u062c\u0648\u062f \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u062a\u0648\u0647\u0645 \u060c \u062a\u0639\u0635\u0628 \u0648 \u062a\u0642\u0627\u0636\u0627\u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0628\u0627\u0644\u0627 \u060c <strong>\u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0627\u06cc \u0633\u0631\u06cc\u0639 \u062f\u0631 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/strong> \u0628\u0647 \u0628\u0647\u0628\u0648\u062f LLM \u0647\u0627 \u0627\u0632 \u0646\u0638\u0631 \u06a9\u0627\u0631\u0622\u06cc\u06cc \u060c \u062f\u0642\u062a \u0648 \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0627\u062f\u0627\u0645\u0647 \u062f\u0647\u06cc\u062f.  <\/p>\n<p>\u0628\u0631\u0627\u06cc \u0647\u0631 \u06a9\u0633\u06cc \u06a9\u0647 \u0628\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0639\u0644\u0627\u0642\u0647 \u0645\u0646\u062f \u0628\u0627\u0634\u062f \u060c \u062f\u0631\u06a9 LLMS \u06cc\u06a9 \u0627\u0633\u062a <strong>\u0645\u0631\u062d\u0644\u0647 \u0627\u0648\u0644 \u0627\u0633\u0627\u0633\u06cc<\/strong> \u0628\u0647 \u062f\u0646\u06cc\u0627\u06cc NLP. \u0627\u06cc\u0646 \u06a9\u0647 \u0622\u06cc\u0627 \u0634\u0645\u0627 \u06cc\u06a9 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u0647 \u060c \u0645\u062d\u0642\u0642 \u06cc\u0627 \u0639\u0644\u0627\u0642\u0647 \u0645\u0646\u062f\u0627\u0646 \u0628\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0647\u0633\u062a\u06cc\u062f \u060c \u062a\u06a9\u0627\u0645\u0644 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627 \u06cc\u06a9 \u0646\u06af\u0627\u0647 \u062c\u0630\u0627\u0628 \u0628\u0647 <strong>\u0622\u06cc\u0646\u062f\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/strong>\u0628\u0634\u0631  <\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%F0%9F%93%9A_%D8%AE%D9%88%D8%A7%D9%86%D8%AF%D9%86_%D8%A8%DB%8C%D8%B4%D8%AA%D8%B1\"><\/span>\n<p>  \ud83d\udcda \u062e\u0648\u0627\u0646\u062f\u0646 \u0628\u06cc\u0634\u062a\u0631<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\ud83d\udd17 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0632\u0628\u0627\u0646: \u06cc\u06a9 \u0646\u0638\u0631\u0633\u0646\u062c\u06cc<\/p>\n<p>\ud83d\udd17 \u0646\u0645\u0627\u06cc \u06a9\u0644\u06cc \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0632\u0628\u0627\u0646  <\/p>\n<p>\u0627\u0632 \u0637\u0631\u0641 <strong>\u062a\u063a\u06cc\u06cc\u0631 \u0634\u06a9\u0644<\/strong> \u06a9\u0627\u0631\u0647\u0627\u06cc \u062f\u0627\u062e\u0644\u06cc LLMS \u060c \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u06cc\u0645 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u06cc\u06a9 \u0627\u0631\u0627\u0626\u0647 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a <strong>\u0628\u0646\u06cc\u0627\u062f \u0645\u062d\u06a9\u0645<\/strong> \u0628\u0631\u0627\u06cc \u06a9\u0634\u0641 \u062f\u0646\u06cc\u0627\u06cc \u0647\u06cc\u062c\u0627\u0646 \u0627\u0646\u06af\u06cc\u0632 <strong>\u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (NLP) \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/strong>\u0628\u0634\u0631 \ud83d\ude80  <\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0647\u0627\u06cc \u0627\u062e\u06cc\u0631 \u0628\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u062f\u0627\u063a\u062a\u0631\u06cc\u0646 \u0642\u0637\u0639\u0627\u062a \u0645\u0641\u0647\u0648\u0645\u06cc \u0641\u0646\u0627\u0648\u0631\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0646\u062f: \u062a\u0642\u0648\u06cc\u062a \u0686\u062a \u0628\u0627\u0628\u0627\u062a \u060c \u062a\u0631\u062c\u0645\u0647 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u060c \u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648 \u0648 \u062d\u062a\u06cc \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u06a9\u0645\u06a9\u06cc \u0628\u0631\u0627\u06cc \u0646\u0648\u0634\u062a\u0646 \u062e\u0644\u0627\u0642. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u060c \u0645\u0627 \u0628\u0631\u0631\u0633\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u06a9\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u060c \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f \u060c \u0648 \u0686\u0631\u0627 \u0622\u0646\u0647\u0627 \u0628\u0647 \u06cc\u06a9 &hellip;<\/p>\n","protected":false},"author":2,"featured_media":101863,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-101862","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/101862","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=101862"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/101862\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/101863"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=101862"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=101862"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=101862"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}