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href=\"https:\/\/nabfollower.com\/blog\/real-time-fraud-detection-with-generative-ai-16ae\/#%DA%86%D8%B4%D9%85_%D8%A7%D9%86%D8%AF%D8%A7%D8%B2%D9%87%D8%A7%DB%8C_%D8%A2%DB%8C%D9%86%D8%AF%D9%87_%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C_%D9%85%D9%88%D9%84%D8%AF_%D8%AF%D8%B1_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%AA%D9%82%D9%84%D8%A8\" >\u0686\u0634\u0645 \u0627\u0646\u062f\u0627\u0632\u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f \u062f\u0631 \u062a\u0634\u062e\u06cc\u0635 \u062a\u0642\u0644\u0628<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/nabfollower.com\/blog\/real-time-fraud-detection-with-generative-ai-16ae\/#%F0%9F%93%88_%D8%AA%D8%AC%D8%B2%DB%8C%D9%87_%D9%88_%D8%AA%D8%AD%D9%84%DB%8C%D9%84_%D9%BE%DB%8C%D8%B4_%D8%A8%DB%8C%D9%86%DB%8C_%DA%A9%D9%86%D9%86%D8%AF%D9%87\" >\ud83d\udcc8 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href=\"https:\/\/nabfollower.com\/blog\/real-time-fraud-detection-with-generative-ai-16ae\/#%D8%B4%D8%B1%DA%A9%D8%AA_%D9%87%D8%A7%DB%8C%DB%8C_%DA%A9%D9%87_%D8%AF%D8%B1_%D8%AD%D8%A7%D9%84_%D8%AD%D8%A7%D8%B6%D8%B1_%D8%A7%D8%B2_GenAI_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%AA%D9%82%D9%84%D8%A8_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D9%85%DB%8C_%DA%A9%D9%86%D9%86%D8%AF\" >\u0634\u0631\u06a9\u062a \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u0627\u0632 GenAI \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u062a\u0642\u0644\u0628 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-29\" href=\"https:\/\/nabfollower.com\/blog\/real-time-fraud-detection-with-generative-ai-16ae\/#%F0%9F%8F%A6_%D8%AC%DB%8C_%D9%BE%DB%8C_%D9%85%D9%88%D8%B1%DA%AF%D8%A7%D9%86_%DA%86%DB%8C%D8%B3\" 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class=\"ez-toc-section\" id=\"%F0%9F%9B%A1%EF%B8%8F_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%AA%D9%82%D9%84%D8%A8_%D8%AF%D8%B1_%D8%B2%D9%85%D8%A7%D9%86_%D9%88%D8%A7%D9%82%D8%B9%DB%8C_%D8%A8%D8%A7_%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C_%D9%85%D9%88%D9%84%D8%AF\"><\/span>\n<p>  \ud83d\udee1\ufe0f \u062a\u0634\u062e\u06cc\u0635 \u062a\u0642\u0644\u0628 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h2>\n    <img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fww18jb93meuwb5cpkoil.png\" loading=\"lazy\" width=\"800\" height=\"533\" alt=\"\" title=\"\"><\/p>\n<\/h2>\n<h2><span class=\"ez-toc-section\" id=\"%F0%9F%93%98_%D9%85%D9%82%D8%AF%D9%85%D9%87\"><\/span>\n<p>  \ud83d\udcd8 \u0645\u0642\u062f\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0635\u0646\u0639\u062a \u0645\u0627\u0644\u06cc \u067e\u0631\u0634\u062a\u0627\u0628\u060c \u06a9\u0644\u0627\u0647\u0628\u0631\u062f\u0627\u0631\u06cc \u0647\u0645\u0686\u0646\u0627\u0646 \u06cc\u06a9 \u062a\u0647\u062f\u06cc\u062f \u0645\u0647\u0645 \u0627\u0633\u062a \u06a9\u0647 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0632\u06cc\u0627\u0646 \u0647\u0627\u06cc \u0645\u0627\u0644\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 \u0648 \u0622\u0633\u06cc\u0628 \u0631\u0633\u0627\u0646\u062f\u0646 \u0628\u0647 \u0634\u0647\u0631\u062a \u0645\u06cc \u0634\u0648\u062f.  \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u062a\u0634\u062e\u06cc\u0635 \u062a\u0642\u0644\u0628 \u0627\u063a\u0644\u0628 \u0628\u0631\u0627\u06cc \u0647\u0645\u06af\u0627\u0645 \u0634\u062f\u0646 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id=\"%DA%86%DA%AF%D9%88%D9%86%D9%87_%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C_%D9%85%D9%88%D9%84%D8%AF_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%AA%D9%82%D9%84%D8%A8_%D8%B1%D8%A7_%D8%A7%D9%81%D8%B2%D8%A7%DB%8C%D8%B4_%D9%85%DB%8C_%D8%AF%D9%87%D8%AF\"><\/span>\n<p>  \u0686\u06af\u0648\u0646\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f \u062a\u0634\u062e\u06cc\u0635 \u062a\u0642\u0644\u0628 \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%94%8D_%D9%86%D8%B8%D8%A7%D8%B1%D8%AA_%D8%A8%D8%B1_%D9%85%D8%B9%D8%A7%D9%85%D9%84%D8%A7%D8%AA\"><\/span>\n<p>  \ud83d\udd0d \u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u0645\u0639\u0627\u0645\u0644\u0627\u062a<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h2>\n    <img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fbvt6g0xnb43v4rsfduq3.png\" loading=\"lazy\" width=\"800\" height=\"533\" alt=\"\" title=\"\"><\/p>\n<\/h2>\n<p>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f \u0628\u0647 \u0637\u0648\u0631 \u0645\u0633\u062a\u0645\u0631 \u062a\u0631\u0627\u06a9\u0646\u0634\u200c\u0647\u0627\u06cc \u0645\u0627\u0644\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0646\u0634\u0627\u0646\u0647\u200c\u0647\u0627\u06cc\u06cc \u0627\u0632 \u0641\u0639\u0627\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u0645\u062a\u0642\u0644\u0628\u0627\u0646\u0647 \u0646\u0638\u0627\u0631\u062a \u0645\u06cc\u200c\u06a9\u0646\u062f.  \u0628\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062a\u0631\u0627\u06a9\u0646\u0634 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc\u060c \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u063a\u06cc\u0631\u0639\u0627\u062f\u06cc \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0631\u062f\u0647 \u0648 \u0641\u0639\u0627\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u0628\u0627\u0644\u0642\u0648\u0647 \u06a9\u0644\u0627\u0647\u0628\u0631\u062f\u0627\u0631\u06cc \u0631\u0627 \u0639\u0644\u0627\u0645\u062a\u200c\u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u062f.<\/p>\n<p><strong>\u0645\u062b\u0627\u0644:<\/strong><br \/>\u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0628\u0627\u0646\u06a9\u062f\u0627\u0631\u06cc \u0622\u0646\u0644\u0627\u06cc\u0646 \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0631\u0627\u06cc \u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u062a\u0631\u0627\u06a9\u0646\u0634 \u0647\u0627\u06cc \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.  \u0648\u0642\u062a\u06cc \u062d\u0633\u0627\u0628 \u0645\u0634\u062a\u0631\u06cc \u06cc\u06a9 \u0627\u0644\u06af\u0648\u06cc \u062e\u0631\u06cc\u062f \u063a\u06cc\u0631\u0645\u0639\u0645\u0648\u0644\u060c \u0645\u0627\u0646\u0646\u062f \u06cc\u06a9 \u062a\u0631\u0627\u06a9\u0646\u0634 \u0628\u06cc\u0646\u200c\u0627\u0644\u0645\u0644\u0644\u06cc \u0628\u0632\u0631\u06af \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f\u060c \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0631\u0631\u0633\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0639\u0644\u0627\u0645\u062a\u200c\u06af\u0630\u0627\u0631\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0627\u0632 \u06a9\u0644\u0627\u0647\u0628\u0631\u062f\u0627\u0631\u06cc \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%A7%A0_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%A7%D9%84%DA%AF%D9%88\"><\/span>\n<p>  \ud83e\udde0 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0644\u06af\u0648<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h2>\n    <img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fsol6ds5uaur86fscc2hb.png\" loading=\"lazy\" width=\"800\" height=\"533\" alt=\"\" title=\"\"><\/p>\n<\/h2>\n<p>\u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0627\u0644\u06af\u0648\u0647\u0627 \u0648 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\/>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062a\u0631\u0627\u06a9\u0646\u0634 \u062a\u0627\u0631\u06cc\u062e\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u06a9\u0644\u0627\u0647\u0628\u0631\u062f\u0627\u0631\u06cc \u0631\u0627\u06cc\u062c\u060c \u0645\u0627\u0646\u0646\u062f \u0628\u0631\u062f\u0627\u0634\u062a\u200c\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9 \u0645\u06a9\u0631\u0631 \u062f\u0631\u0633\u062a \u0632\u06cc\u0631 \u0622\u0633\u062a\u0627\u0646\u0647 \u0647\u0634\u062f\u0627\u0631\u060c \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f.  \u0628\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0627\u06cc\u0646 \u0627\u0644\u06af\u0648\u0647\u0627\u060c \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u062a\u0631\u0627\u06a9\u0646\u0634\u200c\u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647 \u0631\u0627 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0639\u0644\u0627\u0645\u062a\u200c\u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E2%9A%A0%EF%B8%8F_%D9%87%D8%B4%D8%AF%D8%A7%D8%B1%D9%87%D8%A7%DB%8C_%D8%B2%D9%85%D8%A7%D9%86_%D9%88%D8%A7%D9%82%D8%B9%DB%8C\"><\/span>\n<p>  \u26a0\ufe0f \u0647\u0634\u062f\u0627\u0631\u0647\u0627\u06cc \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h2>\n    <img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Feft7osga24vq9bt0iwp5.png\" loading=\"lazy\" width=\"800\" height=\"533\" alt=\"\" title=\"\"><\/p>\n<\/h2>\n<p>\u0647\u0648\u0634 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\u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0647\u0631\u06af\u0648\u0646\u0647 \u0641\u0639\u0627\u0644\u06cc\u062a \u063a\u06cc\u0631\u0645\u062c\u0627\u0632 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%9B%A1%EF%B8%8F_%D9%BE%DB%8C%D8%B4%DA%AF%DB%8C%D8%B1%DB%8C_%D8%A7%D8%B2_%D8%AA%D9%82%D9%84%D8%A8\"><\/span>\n<p>  \ud83d\udee1\ufe0f \u067e\u06cc\u0634\u06af\u06cc\u0631\u06cc \u0627\u0632 \u062a\u0642\u0644\u0628<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h2>\n    <img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fzld082sqqouypjcvj2s3.png\" loading=\"lazy\" width=\"800\" height=\"800\" alt=\"\" title=\"\"><\/p>\n<\/h2>\n<p>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc Generative \u0628\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0641\u0639\u0627\u0644\u0627\u0646\u0647 \u0648 \u067e\u0631\u062f\u0627\u062e\u062a\u0646 \u0628\u0647 \u062a\u0642\u0644\u0628 \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u0628\u0647 \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0641\u0639\u0627\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u062a\u0642\u0644\u0628\u06cc \u0642\u0628\u0644 \u0627\u0632 \u0648\u0642\u0648\u0639 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f.  \u0627\u06cc\u0646 \u0628\u0627\u0639\u062b \u06a9\u0627\u0647\u0634 \u0636\u0631\u0631\u0647\u0627\u06cc \u0645\u0627\u0644\u06cc \u0648 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0645\u0646\u06cc\u062a \u06a9\u0644\u06cc \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p><strong>\u0645\u062b\u0627\u0644:<\/strong><br \/>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0631\u0641\u062a\u0627\u0631 \u0645\u0634\u062a\u0631\u06cc \u0648 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u062a\u0631\u0627\u06a9\u0646\u0634\u060c \u062a\u0642\u0644\u0628 \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u0631\u0627 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f.  \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u06cc\u06a9 \u062a\u0631\u0627\u06a9\u0646\u0634 \u067e\u0631\u062e\u0637\u0631 \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u06cc \u06a9\u0646\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u0631\u0627\u062d\u0644 \u0627\u062d\u0631\u0627\u0632 \u0647\u0648\u06cc\u062a \u0627\u0636\u0627\u0641\u06cc \u0645\u0627\u0646\u0646\u062f \u0627\u0631\u0633\u0627\u0644 \u06a9\u062f \u062a\u0623\u06cc\u06cc\u062f \u0628\u0647 \u062a\u0644\u0641\u0646 \u0645\u0634\u062a\u0631\u06cc \u0631\u0627 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u06a9\u0646\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%B2%D8%A7%DB%8C%D8%A7%DB%8C_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%AA%D9%82%D9%84%D8%A8_%D8%AF%D8%B1_%D8%B2%D9%85%D8%A7%D9%86_%D9%88%D8%A7%D9%82%D8%B9%DB%8C_%D8%A8%D8%A7_%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C_%D9%85%D9%88%D9%84%D8%AF\"><\/span>\n<p>  \u0645\u0632\u0627\u06cc\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u062a\u0642\u0644\u0628 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h2>\n    <img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fuj2j61t0qtczjbqp8goa.png\" loading=\"lazy\" width=\"800\" height=\"467\" alt=\"\" title=\"\"><\/p>\n<\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%E2%8F%B1%EF%B8%8F_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%A2%D9%86%DB%8C\"><\/span>\n<p>  \u23f1\ufe0f \u062a\u0634\u062e\u06cc\u0635 \u0622\u0646\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f \u0641\u0639\u0627\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u062a\u0642\u0644\u0628\u06cc \u0631\u0627 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0627\u0645\u06a9\u0627\u0646 \u0648\u0627\u06a9\u0646\u0634 \u0641\u0648\u0631\u06cc \u0648 \u06a9\u0627\u0647\u0634 \u0622\u0633\u06cc\u0628 \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u0646\u0627\u0634\u06cc \u0627\u0632 \u06a9\u0644\u0627\u0647\u0628\u0631\u062f\u0627\u0631\u06cc \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%92%B0_%D8%B5%D8%B1%D9%81%D9%87_%D8%AC%D9%88%DB%8C%DB%8C_%D8%AF%D8%B1_%D9%87%D8%B2%DB%8C%D9%86%D9%87\"><\/span>\n<p>  \ud83d\udcb0 \u0635\u0631\u0641\u0647 \u062c\u0648\u06cc\u06cc \u062f\u0631 \u0647\u0632\u06cc\u0646\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u06a9\u0644\u0627\u0647\u0628\u0631\u062f\u0627\u0631\u06cc \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0628\u0644\u0627\u062f\u0631\u0646\u06af \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0627 \u0627\u062c\u062a\u0646\u0627\u0628 \u0627\u0632 \u0636\u0631\u0631 \u0648 \u06a9\u0627\u0647\u0634 \u0647\u0632\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u062a\u0642\u0644\u0628\u060c \u0628\u0627\u0639\u062b \u0635\u0631\u0641\u0647\u200c\u062c\u0648\u06cc\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u062f\u0631 \u0645\u0648\u0633\u0633\u0627\u062a \u0645\u0627\u0644\u06cc \u0634\u0648\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%94%8D_%D8%AF%D9%82%D8%AA_%D9%BE%DB%8C%D8%B4%D8%B1%D9%81%D8%AA%D9%87\"><\/span>\n<p>  \ud83d\udd0d \u062f\u0642\u062a \u067e\u06cc\u0634\u0631\u0641\u062a\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0648 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0638\u0631\u06cc\u0641 \u0645\u0646\u062c\u0631 \u0628\u0647 \u062a\u0634\u062e\u06cc\u0635 \u06a9\u0644\u0627\u0647\u0628\u0631\u062f\u0627\u0631\u06cc \u0628\u0633\u06cc\u0627\u0631 \u062f\u0642\u06cc\u0642\u060c \u06a9\u0627\u0647\u0634 \u0645\u062b\u0628\u062a\u200c\u0647\u0627\u06cc \u06a9\u0627\u0630\u0628 \u0648 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0639\u062f\u0645 \u067e\u0631\u0686\u0645\u200c\u06af\u0630\u0627\u0631\u06cc \u063a\u06cc\u0631\u0636\u0631\u0648\u0631\u06cc \u062a\u0631\u0627\u06a9\u0646\u0634\u200c\u0647\u0627\u06cc \u0642\u0627\u0646\u0648\u0646\u06cc \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%8C%B1_%D8%A8%D9%87%D8%A8%D9%88%D8%AF_%D8%A7%D8%B9%D8%AA%D9%85%D8%A7%D8%AF_%D9%85%D8%B4%D8%AA%D8%B1%DB%8C\"><\/span>\n<p>  \ud83c\udf31 \u0628\u0647\u0628\u0648\u062f \u0627\u0639\u062a\u0645\u0627\u062f \u0645\u0634\u062a\u0631\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u0648\u0633\u0633\u0627\u062a \u0645\u0627\u0644\u06cc \u0628\u0627 \u0627\u0631\u0627\u0626\u0647 \u0627\u0642\u062f\u0627\u0645\u0627\u062a \u0642\u0648\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u06af\u06cc\u0631\u06cc \u0627\u0632 \u062a\u0642\u0644\u0628\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u062e\u0648\u062f \u0627\u0639\u062a\u0645\u0627\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u0646\u062f \u0648 \u0628\u0647 \u0622\u0646\u0647\u0627 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062f\u0647\u0646\u062f \u06a9\u0647 \u0648\u062c\u0648\u0647 \u0648 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0634\u062e\u0635\u06cc \u0622\u0646\u0647\u0627 \u0627\u0645\u0646 \u0627\u0633\u062a.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%F0%9F%93%8A_%D8%AA%D8%AD%D9%84%DB%8C%D9%84_%D9%88_%D9%BE%DB%8C%D8%B4%E2%80%8C%D8%A8%DB%8C%D9%86%DB%8C_%D8%AF%D8%A7%D8%AF%D9%87%E2%80%8C%D9%87%D8%A7%DB%8C_%D9%85%D8%B1%D8%B3%D9%88%D9%85_%D8%AF%D8%B1_%DA%A9%D8%A7%D8%B1%D8%A2%D8%B2%D9%85%D8%A7%DB%8C%DB%8C%E2%80%8C%D9%87%D8%A7%DB%8C_%D8%A8%D8%A7%D9%84%DB%8C%D9%86%DB%8C_%D8%A8%D8%A7_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_%D9%85%D8%AF%D9%84_%D8%AC%D9%86%DA%AF%D9%84_%D8%AA%D8%B5%D8%A7%D8%AF%D9%81%DB%8C\"><\/span>\n<p>  \ud83d\udcca \u062a\u062d\u0644\u06cc\u0644 \u0648 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u0631\u0633\u0648\u0645 \u062f\u0631 \u06a9\u0627\u0631\u0622\u0632\u0645\u0627\u06cc\u06cc\u200c\u0647\u0627\u06cc \u0628\u0627\u0644\u06cc\u0646\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u062c\u0646\u06af\u0644 \u062a\u0635\u0627\u062f\u0641\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">from<\/span> <span class=\"n\">sklearn.ensemble<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">IsolationForest<\/span>\n<span class=\"kn\">import<\/span> <span class=\"n\">pandas<\/span> <span class=\"k\">as<\/span> <span class=\"n\">pd<\/span>\n\n<span class=\"c1\"># Example transaction data for fraud detection\n<\/span><span class=\"n\">transaction_data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"p\">.<\/span><span class=\"nf\">read_csv<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\">transaction_data.csv<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n\n<span class=\"c1\"># Function for real-time fraud detection\n<\/span><span class=\"k\">def<\/span> <span class=\"nf\">detect_fraud<\/span><span class=\"p\">(<\/span><span class=\"n\">transaction_data<\/span><span class=\"p\">):<\/span>\n    <span class=\"c1\"># Example: Detect anomalies using Isolation Forest algorithm\n<\/span>    <span class=\"n\">model<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">IsolationForest<\/span><span class=\"p\">(<\/span><span class=\"n\">contamination<\/span><span class=\"o\">=<\/span><span class=\"mf\">0.01<\/span><span class=\"p\">)<\/span>  <span class=\"c1\"># Adjust contamination based on fraud rate\n<\/span>    <span class=\"n\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">transaction_data<\/span><span class=\"p\">[[<\/span><span class=\"sh\">'<\/span><span class=\"s\">amount<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">hour_of_transaction<\/span><span class=\"sh\">'<\/span><span class=\"p\">]])<\/span>\n\n    <span class=\"c1\"># Predict anomalies (fraudulent transactions)\n<\/span>    <span class=\"n\">transaction_data<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">is_fraud<\/span><span class=\"sh\">'<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">transaction_data<\/span><span class=\"p\">[[<\/span><span class=\"sh\">'<\/span><span class=\"s\">amount<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">hour_of_transaction<\/span><span class=\"sh\">'<\/span><span class=\"p\">]])<\/span>\n    <span class=\"n\">transaction_data<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">is_fraud<\/span><span class=\"sh\">'<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">transaction_data<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">is_fraud<\/span><span class=\"sh\">'<\/span><span class=\"p\">].<\/span><span class=\"nf\">apply<\/span><span class=\"p\">(<\/span><span class=\"k\">lambda<\/span> <span class=\"n\">x<\/span><span class=\"p\">:<\/span> <span class=\"mi\">1<\/span> <span class=\"k\">if<\/span> <span class=\"n\">x<\/span> <span class=\"o\">==<\/span> <span class=\"o\">-<\/span><span class=\"mi\">1<\/span> <span class=\"k\">else<\/span> <span class=\"mi\">0<\/span><span class=\"p\">)<\/span>\n\n    <span class=\"k\">return<\/span> <span class=\"n\">transaction_data<\/span>\n\n<span class=\"c1\"># Example usage\n<\/span><span class=\"n\">detected_fraudulent_transactions<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">detect_fraud<\/span><span class=\"p\">(<\/span><span class=\"n\">transaction_data<\/span><span class=\"p\">)<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Detected fraudulent transactions:<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">detected_fraudulent_transactions<\/span><span class=\"p\">[<\/span><span class=\"n\">detected_fraudulent_transactions<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">is_fraud<\/span><span class=\"sh\">'<\/span><span class=\"p\">]<\/span> <span class=\"o\">==<\/span> <span class=\"mi\">1<\/span><span class=\"p\">])<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"%F0%9F%93%8A_%D8%AA%D8%AC%D8%B2%DB%8C%D9%87_%D9%88_%D8%AA%D8%AD%D9%84%DB%8C%D9%84_%D9%88_%D9%BE%DB%8C%D8%B4_%D8%A8%DB%8C%D9%86%DB%8C_%D8%B3%D8%A7%D8%AF%D9%87_%D8%AF%D8%A7%D8%AF%D9%87_%D8%A8%D8%A7_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_SDK_AI-Horizon\"><\/span>\n<p>  \ud83d\udcca \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0633\u0627\u062f\u0647 \u062f\u0627\u062f\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 SDK AI-Horizon<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0631\u0627\u062d\u0644 \u0634\u0631\u0648\u0639 \u06a9\u0627\u0631 \u0628\u0627 SDK \u0645\u0627<br \/>\u0646\u0635\u0628 \u0648 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"c1\"># Unfortunately, our SDK is not publicly available and cannot be installed for free.\n# Please contact us at neelesh[@]ai-horizon.io for more information on acquiring access to our SDK.\n<\/span><\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc:<br \/>SDK \u0631\u0627 \u0628\u0627 \u06a9\u0644\u06cc\u062f API \u062e\u0648\u062f \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f.  \u00abyour_api_key\u00bb \u0631\u0627 \u0628\u0627 \u06a9\u0644\u06cc\u062f API \u0648\u0627\u0642\u0639\u06cc \u062e\u0648\u062f \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u06a9\u0646\u06cc\u062f \u0648 SDK \u0645\u0627 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">import<\/span> <span class=\"n\">pandas<\/span> <span class=\"k\">as<\/span> <span class=\"n\">pd<\/span>\n<span class=\"kn\">import<\/span> <span class=\"n\">our_api<\/span>\n<span class=\"n\">api_key<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">'<\/span><span class=\"s\">our_api_key<\/span><span class=\"sh\">'<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0627\u0633\u062a\u0641\u0627\u062f\u0647:<br \/>\u0627\u0632 SDK \u0645\u0627 \u0628\u0631\u0627\u06cc \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u062a\u0648\u0627\u0628\u0639 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.  \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0646\u0645\u0648\u0646\u0647 \u0627\u06cc \u0627\u0632 \u0646\u062d\u0648\u0647 \u0627\u0646\u062c\u0627\u0645 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 SDK \u0645\u0627 \u0622\u0645\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">import<\/span> <span class=\"n\">pandas<\/span> <span class=\"k\">as<\/span> <span class=\"n\">pd<\/span>\n<span class=\"kn\">import<\/span> <span class=\"n\">our_api<\/span>\n<span class=\"n\">api_key<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">'<\/span><span class=\"s\">our_api_key<\/span><span class=\"sh\">'<\/span>\n\n<span class=\"kn\">from<\/span> <span class=\"n\">sklearn.ensemble<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">IsolationForest<\/span>\n<span class=\"kn\">import<\/span> <span class=\"n\">pandas<\/span> <span class=\"k\">as<\/span> <span class=\"n\">pd<\/span>\n\n<span class=\"c1\"># Example transaction data for fraud detection\n<\/span><span class=\"n\">transaction_data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"p\">.<\/span><span class=\"nf\">read_csv<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\">transaction_data.csv<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n\n<span class=\"c1\"># Function for real-time fraud detection\n<\/span><span class=\"k\">def<\/span> <span class=\"nf\">detect_fraud<\/span><span class=\"p\">(<\/span><span class=\"n\">transaction_data<\/span><span class=\"p\">):<\/span>\n    <span class=\"c1\"># Example: Detect anomalies using Isolation Forest algorithm\n<\/span>    <span class=\"n\">model<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">IsolationForest<\/span><span class=\"p\">(<\/span><span class=\"n\">contamination<\/span><span class=\"o\">=<\/span><span class=\"mf\">0.01<\/span><span class=\"p\">)<\/span>  <span class=\"c1\"># Adjust contamination based on fraud rate\n<\/span>    <span class=\"n\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">transaction_data<\/span><span class=\"p\">[[<\/span><span class=\"sh\">'<\/span><span class=\"s\">amount<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">hour_of_transaction<\/span><span class=\"sh\">'<\/span><span class=\"p\">]])<\/span>\n\n    <span class=\"c1\"># Predict anomalies (fraudulent transactions)\n<\/span>    <span class=\"n\">transaction_data<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">is_fraud<\/span><span class=\"sh\">'<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">transaction_data<\/span><span class=\"p\">[[<\/span><span class=\"sh\">'<\/span><span class=\"s\">amount<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">hour_of_transaction<\/span><span class=\"sh\">'<\/span><span class=\"p\">]])<\/span>\n    <span class=\"n\">transaction_data<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">is_fraud<\/span><span class=\"sh\">'<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">transaction_data<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">is_fraud<\/span><span class=\"sh\">'<\/span><span class=\"p\">].<\/span><span class=\"nf\">apply<\/span><span class=\"p\">(<\/span><span class=\"k\">lambda<\/span> <span class=\"n\">x<\/span><span class=\"p\">:<\/span> <span class=\"mi\">1<\/span> <span class=\"k\">if<\/span> <span class=\"n\">x<\/span> <span class=\"o\">==<\/span> <span class=\"o\">-<\/span><span class=\"mi\">1<\/span> <span class=\"k\">else<\/span> <span class=\"mi\">0<\/span><span class=\"p\">)<\/span>\n\n    <span class=\"k\">return<\/span> <span class=\"n\">transaction_data<\/span>\n\n<span class=\"c1\"># Example usage\n<\/span><span class=\"n\">detected_fraudulent_transactions<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">detect_fraud<\/span><span class=\"p\">(<\/span><span class=\"n\">transaction_data<\/span><span class=\"p\">)<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Detected fraudulent transactions:<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">detected_fraudulent_transactions<\/span><span class=\"p\">[<\/span><span class=\"n\">detected_fraudulent_transactions<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">is_fraud<\/span><span class=\"sh\">'<\/span><span class=\"p\">]<\/span> <span class=\"o\">==<\/span> <span class=\"mi\">1<\/span><span class=\"p\">])<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644\u060c \u0646\u062d\u0648\u0647 \u0627\u0646\u062c\u0627\u0645 \u062a\u062d\u0644\u06cc\u0644 \u0648 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u062c\u0646\u06af\u0644 \u062a\u0635\u0627\u062f\u0641\u06cc \u0645\u0639\u0645\u0648\u0644\u06cc \u0648 \u0646\u062d\u0648\u0647 \u0633\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0641\u0631\u0622\u06cc\u0646\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 AI-Horizon SDK \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u06cc\u0645.  SDK \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0631\u0627 \u0633\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u06a9\u0627\u0631\u0622\u0645\u062f \u0648 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0627\u0644\u06cc\u0646\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f SDK \u0647\u0627 \u0648 \u067e\u0644\u062a\u0641\u0631\u0645 Agentic \u0645\u0627\u060c \u0644\u0637\u0641\u0627\u064b \u0628\u0627 \u0645\u0627 \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u062f.  \u0627\u0632 \u0648\u0628 \u0633\u0627\u06cc\u062a \u0645\u0627 \u062f\u0631 AI-Horizon \u062f\u06cc\u062f\u0646 \u06a9\u0646\u06cc\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%DA%86%DA%AF%D9%88%D9%86%D9%87_AI_Horizon_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%AA%D9%82%D9%84%D8%A8_%D8%AF%D8%B1_%D8%B2%D9%85%D8%A7%D9%86_%D9%88%D8%A7%D9%82%D8%B9%DB%8C_%D8%B1%D8%A7_%D8%A7%D9%81%D8%B2%D8%A7%DB%8C%D8%B4_%D9%85%DB%8C_%D8%AF%D9%87%D8%AF\"><\/span>\n<p>  \u0686\u06af\u0648\u0646\u0647 AI Horizon \u062a\u0634\u062e\u06cc\u0635 \u062a\u0642\u0644\u0628 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AE%D8%AA%D8%B5%D8%A7%D8%B5_%D8%AF%D8%A7%D8%AF%D9%87_%D8%B4%D8%AF%D9%87_%D8%A8%D9%87_%D8%A8%D8%A7%D8%B2%D8%AE%D9%88%D8%B1%D8%AF_%D9%85%D8%B4%D8%AA%D8%B1%DB%8C_%D9%88_%D8%B1%D8%A7%D9%87_%D8%AD%D9%84_%D9%87%D8%A7%DB%8C_%D8%A7%D8%B5%D9%84%DB%8C\"><\/span>\n<p>  \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0628\u0647 \u0628\u0627\u0632\u062e\u0648\u0631\u062f \u0645\u0634\u062a\u0631\u06cc \u0648 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%94%92_%DA%AF%D8%B2%DB%8C%D9%86%D9%87_%D9%87%D8%A7%DB%8C_%D8%A7%D8%B3%D8%AA%D9%82%D8%B1%D8%A7%D8%B1_%D8%A7%D9%86%D8%B9%D8%B7%D8%A7%D9%81_%D9%BE%D8%B0%DB%8C%D8%B1\"><\/span>\n<p>  \ud83d\udd12 \u06af\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>AI Horizon \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 SDK \u0647\u0627 \u062f\u0631 \u0645\u062d\u06cc\u0637 \u0627\u0628\u0631\u06cc \u06cc\u0627 \u062f\u0631 \u0645\u062d\u0644 \u0634\u0645\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u0648 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0627\u0645\u0644 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.  \u0631\u0627\u0647\u200c\u062d\u0644\u200c\u0647\u0627\u06cc \u0645\u0627 \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u06cc\u0627 \u0633\u0637\u062d \u0633\u0627\u0632\u0645\u0627\u0646\u06cc \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0631\u062f\u060c \u0648 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0631\u062f \u06a9\u0647 \u0628\u0627 \u062d\u0641\u0638 \u0627\u0645\u0646\u06cc\u062a \u0648 \u0627\u0646\u0637\u0628\u0627\u0642 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u062e\u0627\u0635 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0631\u0622\u0648\u0631\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%9B%A1%EF%B8%8F_%D8%A7%D9%85%D9%86%DB%8C%D8%AA_%D9%88_%D8%A7%D9%86%D8%B7%D8%A8%D8%A7%D9%82_%D9%82%D9%88%DB%8C\"><\/span>\n<p>  \ud83d\udee1\ufe0f \u0627\u0645\u0646\u06cc\u062a \u0648 \u0627\u0646\u0637\u0628\u0627\u0642 \u0642\u0648\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>SDK \u0647\u0627\u06cc \u0645\u0627 \u0628\u0647 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f\u0647\u0627\u06cc \u0686\u0627\u0631\u0686\u0648\u0628 ISO 42001 \u067e\u0627\u06cc\u0628\u0646\u062f \u0647\u0633\u062a\u0646\u062f \u0648 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0645\u06cc \u062f\u0647\u0646\u062f \u06a9\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f \u062f\u0627\u0631\u0627\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0627\u06cc\u0645\u0646\u06cc \u0636\u0631\u0648\u0631\u06cc \u0647\u0633\u062a\u0646\u062f.  \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0627\u0645\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0627\u0644\u06cc\u060c \u0631\u0639\u0627\u06cc\u062a \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f\u0647\u0627\u06cc \u0646\u0638\u0627\u0631\u062a\u06cc \u062f\u0642\u06cc\u0642 \u0648 \u062d\u0641\u0627\u0638\u062a \u0627\u0632 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062d\u0633\u0627\u0633 \u0631\u0627 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%92%AA_SDK_%D9%87%D8%A7%DB%8C_%D8%A8%D8%B3%DB%8C%D8%A7%D8%B1_%D8%B3%D8%A7%D8%B2%DA%AF%D8%A7%D8%B1\"><\/span>\n<p>  \ud83d\udcaa SDK \u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0633\u0627\u0632\u06af\u0627\u0631<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>SDK \u0647\u0627\u06cc AI Horizon \u0628\u0647 \u0637\u0648\u0631 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0628\u0627 \u0628\u06cc\u0634 \u0627\u0632 100 \u0645\u062f\u0644 \u0632\u0628\u0627\u0646\u060c 20 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc\u060c 10 \u0631\u0648\u0634 \u062c\u0627\u0633\u0627\u0632\u06cc \u0648 \u0647\u0645\u0647 \u067e\u0644\u062a\u0641\u0631\u0645 \u0647\u0627\u06cc \u0627\u0628\u0631\u06cc \u0627\u0635\u0644\u06cc \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.  \u0627\u06cc\u0646 \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u06af\u0633\u062a\u0631\u062f\u0647\u060c \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062c\u0627\u0645\u0639 \u0648 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0631\u0627 \u0627\u0645\u06a9\u0627\u0646\u200c\u067e\u0630\u06cc\u0631 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0634\u0641 \u062a\u0642\u0644\u0628 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%94%91_%D9%81%D8%B9%D8%A7%D9%84_%D8%B3%D8%A7%D8%B2%DB%8C_%D8%A7%DB%8C%D9%85%D9%86_%D8%A8%D8%A7_%DA%A9%D9%84%DB%8C%D8%AF%D9%87%D8%A7%DB%8C_%D9%85%D8%AE%D9%81%DB%8C\"><\/span>\n<p>  \ud83d\udd11 \u0641\u0639\u0627\u0644 \u0633\u0627\u0632\u06cc \u0627\u06cc\u0645\u0646 \u0628\u0627 \u06a9\u0644\u06cc\u062f\u0647\u0627\u06cc \u0645\u062e\u0641\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>SDK \u0647\u0627\u06cc \u0633\u0627\u0632\u0645\u0627\u0646\u06cc \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u0627\u06cc\u0645\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u0644\u06cc\u062f\u0647\u0627\u06cc \u0645\u062e\u0641\u06cc \u0641\u0639\u0627\u0644 \u0634\u0648\u0646\u062f \u0648 \u06cc\u06a9 \u0644\u0627\u06cc\u0647 \u062d\u0641\u0627\u0638\u062a\u06cc \u0627\u0636\u0627\u0641\u06cc \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u0646\u062f.  \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc AI Generative \u0633\u0631\u06a9\u0634 \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0647 \u0633\u0631\u0639\u062a \u062e\u0627\u062a\u0645\u0647 \u062f\u0627\u062f \u0648 \u06cc\u06a9\u067e\u0627\u0631\u0686\u06af\u06cc \u0648 \u06a9\u0646\u062a\u0631\u0644 \u0639\u0645\u0644\u06cc\u0627\u062a \u0645\u0627\u0644\u06cc \u0634\u0645\u0627 \u0631\u0627 \u062d\u0641\u0638 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%8F%97%EF%B8%8F_%D8%B1%D8%A7%D9%87_%D8%AD%D9%84_%D9%87%D8%A7%DB%8C_%D9%87%D9%85%D9%87_%D8%AC%D8%A7%D9%86%D8%A8%D9%87_%D8%AA%D9%85%D8%A7%D9%85_%D9%BE%D8%B4%D8%AA%D9%87\"><\/span>\n<p>  \ud83c\udfd7\ufe0f \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u0647\u0645\u0647 \u062c\u0627\u0646\u0628\u0647 \u062a\u0645\u0627\u0645 \u067e\u0634\u062a\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>AI Horizon SDK \u0647\u0627\u06cc \u062a\u0645\u0627\u0645 \u067e\u0634\u062a\u0647 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0637\u06cc\u0641 \u06a9\u0627\u0645\u0644\u06cc \u0627\u0632 \u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u062a\u0631\u0627\u06a9\u0646\u0634 \u0647\u0627\u06cc \u0628\u0644\u0627\u062f\u0631\u0646\u06af \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0646\u0627\u0647\u0646\u062c\u0627\u0631\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.  \u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u062c\u0627\u0645\u0639 \u0627\u0632 \u0647\u0631 \u062c\u0646\u0628\u0647 \u0627\u06cc \u0627\u0632 \u06a9\u0634\u0641 \u062a\u0642\u0644\u0628 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f\u060c \u0627\u0632 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062a\u0627 \u0647\u0634\u062f\u0627\u0631\u0647\u0627\u06cc \u0628\u0644\u0627\u062f\u0631\u0646\u06af.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%8C%90_%D9%85%D8%AF%DB%8C%D8%B1%DB%8C%D8%AA_%D9%85%D8%AA%D9%85%D8%B1%DA%A9%D8%B2_%D8%A8%D8%A7_%D8%B9%D9%85%D9%84%DB%8C%D8%A7%D8%AA_LLM\"><\/span>\n<p>  \ud83c\udf10 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u062a\u0645\u0631\u06a9\u0632 \u0628\u0627 \u0639\u0645\u0644\u06cc\u0627\u062a LLM<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0648\u06cc\u0698\u06af\u06cc LLM Operations (LLMOPs) AI Horizon \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u062a\u0645\u0631\u06a9\u0632 SDK\u0647\u0627\u060c \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627\u06cc \u0645\u062f\u0644 \u0632\u0628\u0627\u0646\u060c \u067e\u0631\u0633\u0634\u200c\u0647\u0627\u060c \u06af\u0632\u0627\u0631\u0634\u200c\u0647\u0627 \u0648 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627 \u0631\u0627 \u062f\u0631 \u0645\u062d\u06cc\u0637 \u0627\u0628\u0631\u06cc \u0634\u0645\u0627 \u062a\u0633\u0647\u06cc\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f.  \u0627\u06cc\u0646 \u06a9\u0646\u062a\u0631\u0644 \u0645\u062a\u0645\u0631\u06a9\u0632 \u0646\u0638\u0627\u0631\u062a \u06a9\u0627\u0631\u0622\u0645\u062f \u0648 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u062a\u0642\u0644\u0628 \u0631\u0627 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%DA%86%D8%B4%D9%85_%D8%A7%D9%86%D8%AF%D8%A7%D8%B2%D9%87%D8%A7%DB%8C_%D8%A2%DB%8C%D9%86%D8%AF%D9%87_%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C_%D9%85%D9%88%D9%84%D8%AF_%D8%AF%D8%B1_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%AA%D9%82%D9%84%D8%A8\"><\/span>\n<p>  \u0686\u0634\u0645 \u0627\u0646\u062f\u0627\u0632\u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f \u062f\u0631 \u062a\u0634\u062e\u06cc\u0635 \u062a\u0642\u0644\u0628<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%93%88_%D8%AA%D8%AC%D8%B2%DB%8C%D9%87_%D9%88_%D8%AA%D8%AD%D9%84%DB%8C%D9%84_%D9%BE%DB%8C%D8%B4_%D8%A8%DB%8C%D9%86%DB%8C_%DA%A9%D9%86%D9%86%D8%AF%D9%87\"><\/span>\n<p>  \ud83d\udcc8 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u06a9\u0646\u0646\u062f\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f \u067e\u06cc\u0634\u0631\u0641\u062a \u0645\u06cc \u06a9\u0646\u062f\u060c \u0628\u0647 \u0628\u0647\u0628\u0648\u062f \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u062e\u0648\u062f \u0627\u062f\u0627\u0645\u0647 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0627\u0645\u06a9\u0627\u0646 \u062a\u0634\u062e\u06cc\u0635 \u0648 \u067e\u06cc\u0634\u06af\u06cc\u0631\u06cc \u062f\u0642\u06cc\u0642 \u062a\u0631 \u0627\u0632 \u062a\u0642\u0644\u0628 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%8C%90_%D8%A7%D8%AF%D8%BA%D8%A7%D9%85_%D8%A8%D8%A7_%D8%A8%D9%84%D8%A7%DA%A9_%DA%86%DB%8C%D9%86\"><\/span>\n<p>  \ud83c\udf10 \u0627\u062f\u063a\u0627\u0645 \u0628\u0627 \u0628\u0644\u0627\u06a9 \u0686\u06cc\u0646<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u062f\u063a\u0627\u0645 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f \u0628\u0627 \u0641\u0646\u0627\u0648\u0631\u06cc \u0628\u0644\u0627\u06a9 \u0686\u06cc\u0646\u060c \u0627\u0645\u0646\u06cc\u062a \u0648 \u0634\u0641\u0627\u0641\u06cc\u062a \u062a\u0631\u0627\u06a9\u0646\u0634 \u0647\u0627\u06cc \u0645\u0627\u0644\u06cc \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0645\u0648\u0641\u0642\u06cc\u062a \u06a9\u0644\u0627\u0647\u0628\u0631\u062f\u0627\u0631\u0627\u0646 \u0631\u0627 \u062d\u062a\u06cc \u0633\u062e\u062a \u062a\u0631 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%A4%96_%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C_%D9%85%D8%A7%D8%B4%DB%8C%D9%86%DB%8C_%D9%BE%DB%8C%D8%B4%D8%B1%D9%81%D8%AA%D9%87\"><\/span>\n<p>  \ud83e\udd16 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc\u060c \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0637\u06cc\u0641 \u0648\u0633\u06cc\u0639\u200c\u062a\u0631\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f \u0648 \u062f\u0642\u062a \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0648 \u062a\u0648\u0635\u06cc\u0647\u200c\u0647\u0627\u06cc \u0622\u0646 \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0645\u06cc\u200c\u0628\u062e\u0634\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%9B%A1%EF%B8%8F_%D8%B4%DB%8C%D9%88%D9%87_%D9%87%D8%A7%DB%8C_%D8%A7%D8%AE%D9%84%D8%A7%D9%82%DB%8C_%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C\"><\/span>\n<p>  \ud83d\udee1\ufe0f \u0634\u06cc\u0648\u0647 \u0647\u0627\u06cc \u0627\u062e\u0644\u0627\u0642\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062d\u0635\u0648\u0644 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u060c \u0627\u0645\u0646\u06cc\u062a \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u062e\u0644\u0627\u0642\u06cc \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u062a\u0634\u062e\u06cc\u0635 \u06a9\u0644\u0627\u0647\u0628\u0631\u062f\u0627\u0631\u06cc \u0628\u0627 \u0641\u0631\u0627\u06af\u06cc\u0631\u062a\u0631 \u0634\u062f\u0646 \u0627\u06cc\u0646 \u0641\u0646\u0627\u0648\u0631\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.  \u062a\u0648\u0633\u0639\u0647 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0634\u0641\u0627\u0641 \u0648 \u067e\u0627\u0633\u062e\u06af\u0648 \u0628\u0631\u0627\u06cc \u062c\u0644\u0628 \u0627\u0639\u062a\u0645\u0627\u062f \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%B4%D8%B1%DA%A9%D8%AA_%D9%87%D8%A7%DB%8C%DB%8C_%DA%A9%D9%87_%D8%AF%D8%B1_%D8%AD%D8%A7%D9%84_%D8%AD%D8%A7%D8%B6%D8%B1_%D8%A7%D8%B2_GenAI_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%AA%D9%82%D9%84%D8%A8_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D9%85%DB%8C_%DA%A9%D9%86%D9%86%D8%AF\"><\/span>\n<p>  \u0634\u0631\u06a9\u062a \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u0627\u0632 GenAI \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u062a\u0642\u0644\u0628 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h2>\n    <img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fy4s6v06lrzeg856kxhk9.png\" loading=\"lazy\" width=\"800\" height=\"532\" alt=\"\" title=\"\"><\/p>\n<\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%8F%A6_%D8%AC%DB%8C_%D9%BE%DB%8C_%D9%85%D9%88%D8%B1%DA%AF%D8%A7%D9%86_%DA%86%DB%8C%D8%B3\"><\/span>\n<p>  \ud83c\udfe6 \u062c\u06cc \u067e\u06cc \u0645\u0648\u0631\u06af\u0627\u0646 \u0686\u06cc\u0633<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>JPMorgan Chase \u0628\u0631\u0627\u06cc \u062a\u0642\u0648\u06cc\u062a \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u062a\u0642\u0644\u0628 \u062e\u0648\u062f\u060c \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062a\u0648\u0644\u06cc\u062f\u06cc \u0631\u0627 \u0627\u062f\u063a\u0627\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0627\u0645\u06a9\u0627\u0646 \u0646\u0638\u0627\u0631\u062a \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u062a\u0631\u0627\u06a9\u0646\u0634\u200c\u0647\u0627 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f.  \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0622\u0646\u0647\u0627 \u0628\u0647 \u06a9\u0627\u0647\u0634 \u0636\u0631\u0631\u0647\u0627\u06cc \u0645\u0627\u0644\u06cc \u0648 \u0628\u0647\u0628\u0648\u062f \u0627\u0645\u0646\u06cc\u062a \u0645\u0634\u062a\u0631\u06cc \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%92%B3_%D9%85%D8%B3%D8%AA%D8%B1_%DA%A9%D8%A7%D8%B1%D8%AA\"><\/span>\n<p>  \ud83d\udcb3 \u0645\u0633\u062a\u0631 \u06a9\u0627\u0631\u062a<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Mastercard \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc Generative \u062f\u0631 \u0639\u0645\u0644\u06cc\u0627\u062a \u067e\u0631\u062f\u0627\u0632\u0634 \u067e\u0631\u062f\u0627\u062e\u062a \u062e\u0648\u062f \u0628\u0631\u0627\u06cc \u0646\u0638\u0627\u0631\u062a \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u062a\u0631\u0627\u06a9\u0646\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.  \u0627\u06cc\u0646 \u0641\u0646\u0627\u0648\u0631\u06cc \u0628\u0647 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u062a\u0642\u0644\u0628 \u0628\u0627\u0644\u0642\u0648\u0647 \u0648 \u062a\u0648\u0635\u06cc\u0647 \u0627\u0642\u062f\u0627\u0645\u0627\u062a \u067e\u06cc\u0634\u06af\u06cc\u0631\u0627\u0646\u0647 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0635\u0631\u0641\u0647 \u062c\u0648\u06cc\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 \u062f\u0631 \u0647\u0632\u06cc\u0646\u0647 \u0648 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0645\u0646\u06cc\u062a \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%92%B0_%D9%BE%DB%8C_%D9%BE%D8%A7%D9%84\"><\/span>\n<p>  \ud83d\udcb0 \u067e\u06cc \u067e\u0627\u0644<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>PayPal \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc Generative \u0628\u0631\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0631\u0627\u0647\u200c\u062d\u0644\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u06af\u06cc\u0631\u06cc \u0627\u0632 \u062a\u0642\u0644\u0628 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0641\u0639\u0627\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u0645\u0634\u06a9\u0648\u06a9 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f.  \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u062c\u0647\u0632 \u0628\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0622\u0646\u0647\u0627 \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u062f\u0642\u06cc\u0642\u200c\u062a\u0631 \u0648 \u0628\u0647\u200c\u0645\u0648\u0642\u0639\u200c\u062a\u0631\u06cc \u0631\u0627 \u0645\u0645\u06a9\u0646 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u06a9\u0644\u06cc \u0627\u0645\u0646\u06cc\u062a \u0631\u0627 \u0628\u0647\u06cc\u0646\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%8F%A6_%D9%88%D9%84%D8%B2_%D9%81%D8%A7%D8%B1%DA%AF%D9%88\"><\/span>\n<p>  \ud83c\udfe6 \u0648\u0644\u0632 \u0641\u0627\u0631\u06af\u0648<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Wells Fargo \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc Generative \u0628\u0631\u0627\u06cc \u0646\u0638\u0627\u0631\u062a \u0648 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0639\u0645\u0644\u06cc\u0627\u062a \u06a9\u0634\u0641 \u062a\u0642\u0644\u0628 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.  \u0628\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u0631\u0627\u06a9\u0646\u0634\u060c \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0647 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0641\u0639\u0627\u0644\u06cc\u062a \u0647\u0627\u06cc \u062a\u0642\u0644\u0628\u06cc \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0631\u06cc\u0633\u06a9 \u0647\u0627 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u062b\u0628\u0627\u062a \u0645\u0627\u0644\u06cc \u0631\u0627 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%92%B8_%D9%88%DB%8C%D8%B2%D8%A7\"><\/span>\n<p>  \ud83d\udcb8 \u0648\u06cc\u0632\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0648\u06cc\u0632\u0627 \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc Generative \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u067e\u0644\u062a \u0641\u0631\u0645 \u062a\u0634\u062e\u06cc\u0635 \u0648 \u067e\u06cc\u0634\u06af\u06cc\u0631\u06cc \u0627\u0632 \u062a\u0642\u0644\u0628 \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0646\u0638\u0627\u0631\u062a \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062a\u0631\u0627\u06a9\u0646\u0634 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.  \u0627\u06cc\u0646 \u0627\u062f\u063a\u0627\u0645 \u0627\u0645\u06a9\u0627\u0646 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0628\u0647\u062a\u0631 \u06a9\u0644\u0627\u0647\u0628\u0631\u062f\u0627\u0631\u06cc\u060c \u06a9\u0627\u0647\u0634 \u0647\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0639\u0645\u0644\u06cc\u0627\u062a\u06cc \u0648 \u0628\u0647\u0628\u0648\u062f \u0627\u0645\u0646\u06cc\u062a \u062a\u0631\u0627\u06a9\u0646\u0634 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%F0%9F%93%9C_%D9%86%D8%AA%DB%8C%D8%AC%D9%87_%DA%AF%DB%8C%D8%B1%DB%8C\"><\/span>\n<p>  \ud83d\udcdc \u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f \u0628\u0627 \u0627\u0631\u0627\u0626\u0647 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0628\u0644\u0627\u062f\u0631\u0646\u06af\u060c \u062a\u0634\u062e\u06cc\u0635 \u0627\u0644\u06af\u0648\u06cc \u062f\u0642\u06cc\u0642 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0631\u06cc\u0633\u06a9 \u0641\u0639\u0627\u0644\u060c \u0627\u0646\u0642\u0644\u0627\u0628\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u06a9\u0634\u0641 \u062a\u0642\u0644\u0628 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a.  \u0627\u06cc\u0646 \u0641\u0646\u0627\u0648\u0631\u06cc \u0632\u06cc\u0627\u0646 \u0647\u0627\u06cc \u0645\u0627\u0644\u06cc \u0631\u0627 \u0628\u0647 \u062d\u062f\u0627\u0642\u0644 \u0645\u06cc \u0631\u0633\u0627\u0646\u062f\u060c \u062a\u0623\u062b\u06cc\u0631 \u06a9\u0644\u0627\u0647\u0628\u0631\u062f\u0627\u0631\u06cc \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0627\u0645\u0646\u06cc\u062a \u06a9\u0644\u06cc \u062a\u0631\u0627\u06a9\u0646\u0634 \u0647\u0627\u06cc \u0645\u0627\u0644\u06cc \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f.  \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0647 \u062a\u06a9\u0627\u0645\u0644 \u062e\u0648\u062f \u0627\u062f\u0627\u0645\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f\u060c \u0627\u062f\u063a\u0627\u0645 \u0622\u0646 \u0628\u0627 \u0641\u0646\u0627\u0648\u0631\u06cc\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0648 \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc\u060c \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u0622\u0646 \u0631\u0627 \u0628\u06cc\u0634\u062a\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0631\u0627\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0645\u0627\u0644\u06cc \u0627\u0645\u0646\u200c\u062a\u0631 \u0648 \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631\u062a\u0631 \u0647\u0645\u0648\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f.  \u0628\u0627 \u067e\u0630\u06cc\u0631\u0634 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f\u060c \u0645\u0648\u0633\u0633\u0627\u062a \u0645\u0627\u0644\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u0631\u0648\u0627\u0646\u060c \u0627\u06cc\u0645\u0646 \u0648 \u0628\u0627 \u062d\u062f\u0627\u0642\u0644 \u0648\u0642\u0641\u0647 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u0646\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%F0%9F%93%9A_%D9%85%D8%B1%D8%A7%D8%AC%D8%B9\"><\/span>\n<p>  \ud83d\udcda \u0645\u0631\u0627\u062c\u0639<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\ud83d\udee1\ufe0f \u062a\u0634\u062e\u06cc\u0635 \u062a\u0642\u0644\u0628 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f \ud83d\udcd8 \u0645\u0642\u062f\u0645\u0647 \u062f\u0631 \u0635\u0646\u0639\u062a \u0645\u0627\u0644\u06cc \u067e\u0631\u0634\u062a\u0627\u0628\u060c \u06a9\u0644\u0627\u0647\u0628\u0631\u062f\u0627\u0631\u06cc \u0647\u0645\u0686\u0646\u0627\u0646 \u06cc\u06a9 \u062a\u0647\u062f\u06cc\u062f \u0645\u0647\u0645 \u0627\u0633\u062a \u06a9\u0647 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0632\u06cc\u0627\u0646 \u0647\u0627\u06cc \u0645\u0627\u0644\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 \u0648 \u0622\u0633\u06cc\u0628 \u0631\u0633\u0627\u0646\u062f\u0646 \u0628\u0647 \u0634\u0647\u0631\u062a \u0645\u06cc \u0634\u0648\u062f. \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u062a\u0634\u062e\u06cc\u0635 \u062a\u0642\u0644\u0628 \u0627\u063a\u0644\u0628 \u0628\u0631\u0627\u06cc \u0647\u0645\u06af\u0627\u0645 \u0634\u062f\u0646 \u0628\u0627 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0644\u0627\u0647\u0628\u0631\u062f\u0627\u0631\u0627\u0646 \u062a\u0644\u0627\u0634 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc &hellip;<\/p>\n","protected":false},"author":2,"featured_media":70633,"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-70632","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\/70632","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=70632"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/70632\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/70633"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=70632"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=70632"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=70632"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}