{"id":99538,"date":"2025-03-01T02:23:48","date_gmt":"2025-02-28T22:53:48","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/few-shot-learning-for-gemini-on-vertex-ai-13nj\/"},"modified":"2025-03-01T02:23:48","modified_gmt":"2025-02-28T22:53:48","slug":"few-shot-learning-for-gemini-on-vertex-ai-13nj","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/few-shot-learning-for-gemini-on-vertex-ai-13nj\/","title":{"rendered":"\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0686\u0646\u062f \u0634\u0627\u062a \u0628\u0631\u0627\u06cc \u062c\u0645\u06cc\u0646\u06cc \u062f\u0631 \u0631\u0627\u0633 AI"},"content":{"rendered":"<div data-article-id=\"2303998\" id=\"article-body\">\n<p>\u062f\u0631 \u0633\u0627\u0644\u0647\u0627\u06cc \u0627\u062e\u06cc\u0631 \u060c \u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0627\u06cc Google \u062f\u0631 AI \u062a\u0648\u0644\u06cc\u062f\u06cc \u0686\u06af\u0648\u0646\u0647 \u0645\u0627 \u0628\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u067e\u062a\u0627\u0646\u0633\u06cc\u0644 AI Vertex \u0648 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u062c\u0645\u06cc\u0646\u06cc \u060c \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u0631\u0642\u0631\u0627\u0631 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a. \u0628\u0647 \u0637\u0648\u0631 \u0633\u0646\u062a\u06cc \u060c \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0647 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062f\u0627\u0631\u0627\u06cc \u0628\u0631\u0686\u0633\u0628 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0634\u062a\u0646\u062f \u062a\u0627 \u062f\u0631 \u06a9\u0627\u0631\u0647\u0627\u06cc \u062e\u0627\u0635 \u0628\u0647 \u062e\u0648\u0628\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u0646\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644 \u060c \u0628\u0627 \u0645\u0639\u0631\u0641\u06cc <strong>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0686\u0646\u062f \u0639\u06a9\u0633<\/strong>\u060c \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627\u06cc AI \u062a\u0648\u0644\u06cc\u062f\u06cc \u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627 \u062a\u0639\u062f\u0627\u062f \u0627\u0646\u06af\u0634\u062a \u0634\u0645\u0627\u0631\u06cc \u0627\u0632 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627 \u0628\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0686\u0634\u0645\u06af\u06cc\u0631 \u062f\u0633\u062a \u06cc\u0627\u0628\u0646\u062f.<\/p>\n<p>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0686\u0646\u062f \u0634\u0627\u062a \u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u062c\u062f\u06cc\u062f \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0628\u0647 \u0645\u062f\u0644 \u0647\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u062d\u062a\u06cc \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062d\u062f\u0648\u062f \u060c \u0633\u0631\u06cc\u0639\u0627\u064b \u062a\u0639\u0645\u06cc\u0645 \u0648 \u0633\u0627\u0632\u06af\u0627\u0631 \u0634\u0648\u0646\u062f. \u0627\u06cc\u0646 \u062f\u0631 \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u063a\u06cc\u0631 \u0639\u0645\u0644\u06cc \u06cc\u0627 \u067e\u0631\u0647\u0632\u06cc\u0646\u0647 \u0627\u0633\u062a \u060c \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u060c \u0645\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Gemini \u0628\u0647 \u0645\u0631\u0627\u062d\u0644 \u0639\u0645\u0644\u06cc \u0627\u062c\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0686\u0646\u062f \u0634\u0627\u062a \u062f\u0631 \u0631\u0627\u0633 AI \u0645\u06cc \u067e\u0631\u062f\u0627\u0632\u06cc\u0645. \u0645\u0627 \u0686\u06af\u0648\u0646\u06af\u06cc \u0633\u0627\u062e\u062a \u0648 \u0633\u0627\u0632\u0647\u0627\u06cc \u0645\u0624\u062b\u0631 \u060c \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0645\u062d\u06cc\u0637 \u0648 \u062a\u0648\u0644\u06cc\u062f \u062e\u0631\u0648\u062c\u06cc \u0647\u0627\u06cc \u0645\u0639\u0646\u06cc \u062f\u0627\u0631 \u0631\u0627 \u0641\u0642\u0637 \u0628\u0627 \u0686\u0646\u062f \u0645\u062b\u0627\u0644 \u0628\u0631\u0631\u0633\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 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\/few-shot-learning-for-gemini-on-vertex-ai-13nj\/#%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C_%DA%86%D9%86%D8%AF_%D8%B9%DA%A9%D8%B3_%DA%86%DB%8C%D8%B3%D8%AA%D8%9F\" >\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0686\u0646\u062f \u0639\u06a9\u0633 \u0686\u06cc\u0633\u062a\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/nabfollower.com\/blog\/few-shot-learning-for-gemini-on-vertex-ai-13nj\/#%D9%86%D9%85%D8%A7%DB%8C_%DA%A9%D9%84%DB%8C_%D8%A7%D8%B2_vertex_ai\" >\u0646\u0645\u0627\u06cc \u06a9\u0644\u06cc \u0627\u0632 vertex ai<\/a><\/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\/few-shot-learning-for-gemini-on-vertex-ai-13nj\/#%D8%AA%D9%86%D8%B8%DB%8C%D9%85_Vertex_AI\" >\u062a\u0646\u0638\u06cc\u0645 Vertex AI<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/few-shot-learning-for-gemini-on-vertex-ai-13nj\/#%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%DA%86%D9%86%D8%AF_%D8%B9%DA%A9%D8%B3_%D8%A8%D8%A7_%D8%AC%D9%85%DB%8C%D9%86%DB%8C_%D8%AF%D8%B1_Vertex_AI\" >\u0627\u062c\u0631\u0627\u06cc \u0686\u0646\u062f \u0639\u06a9\u0633 \u0628\u0627 \u062c\u0645\u06cc\u0646\u06cc \u062f\u0631 Vertex AI<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/nabfollower.com\/blog\/few-shot-learning-for-gemini-on-vertex-ai-13nj\/#%D8%A8%D8%A7_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_vertex_ai_sdk\" >\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 vertex ai sdk<\/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\/few-shot-learning-for-gemini-on-vertex-ai-13nj\/#%D8%A8%D8%A7_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_%D8%A7%D8%B3%D8%AA%D9%88%D8%AF%DB%8C%D9%88%DB%8C_Vertex_AI\" >\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0633\u062a\u0648\u062f\u06cc\u0648\u06cc Vertex AI<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/nabfollower.com\/blog\/few-shot-learning-for-gemini-on-vertex-ai-13nj\/#%D9%BE%D8%A7%DB%8C%D8%A7%D9%86\" >\u067e\u0627\u06cc\u0627\u0646<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C_%DA%86%D9%86%D8%AF_%D8%B9%DA%A9%D8%B3_%DA%86%DB%8C%D8%B3%D8%AA%D8%9F\"><\/span>\n<p>  \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0686\u0646\u062f \u0639\u06a9\u0633 \u0686\u06cc\u0633\u062a\u061f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Lead Shot Learning \u0646\u0648\u0639\u06cc \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631 \u06a9\u0645\u06cc \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0648 \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0628\u0627 \u06a9\u0627\u0631\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0628\u0631\u062e\u0644\u0627\u0641 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0633\u062a \u060c \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0639\u0645\u0648\u0644 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u062e\u0648\u0628 \u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f.<\/p>\n<p>Leber Shot Learning \u0627\u0632 \u0645\u062f\u0644\u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f \u060c \u0627\u063a\u0644\u0628 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0646\u062a\u0642\u0627\u0644 \u06cc\u0627 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u062a\u0627. \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u0627\u0648\u0644\u06cc\u0646 \u0628\u0627\u0631 \u062f\u0631 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u06af\u0633\u062a\u0631\u062f\u0647 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0648 \u0628\u0627\u0632\u0646\u0645\u0627\u06cc\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0628\u0647 \u06cc\u06a9 \u06a9\u0627\u0631 \u062c\u062f\u06cc\u062f \u0645\u0639\u0631\u0641\u06cc \u0634\u062f \u060c \u0627\u06cc\u0646 \u062f\u0627\u0646\u0634 \u0642\u0628\u0644\u06cc \u0631\u0627 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u0686\u0646\u062f \u0646\u0645\u0648\u0646\u0647 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%86%D9%85%D8%A7%DB%8C_%DA%A9%D9%84%DB%8C_%D8%A7%D8%B2_vertex_ai\"><\/span>\n<p>  \u0646\u0645\u0627\u06cc \u06a9\u0644\u06cc \u0627\u0632 vertex ai<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Vertex AI Google \u06cc\u06a9 \u067e\u0644\u062a \u0641\u0631\u0645 \u062c\u0627\u0645\u0639 \u0648 \u06a9\u0627\u0645\u0644\u0627\u064b \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 (ML) \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0633\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u062a\u0648\u0633\u0639\u0647 \u060c \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0648 \u0645\u0642\u06cc\u0627\u0633 \u06af\u0630\u0627\u0631\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc ML \u0648 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc AI \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u0628\u0627 \u0645\u062a\u062d\u062f \u06a9\u0631\u062f\u0646 \u062e\u062f\u0645\u0627\u062a \u0645\u062e\u062a\u0644\u0641 Google Cloud \u062f\u0631 \u0632\u06cc\u0631 \u06cc\u06a9 \u0686\u062a\u0631 \u060c Vertex AI \u06a9\u0644 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 ML \u0631\u0627 \u0633\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0647\u0645 \u0645\u0628\u062a\u062f\u06cc\u0627\u0646 \u0648 \u0647\u0645 \u0645\u062a\u062e\u0635\u0635\u0627\u0646 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc \u0633\u0627\u0632\u062f \u062a\u0627 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc AI \u0642\u0648\u06cc \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0633\u0627\u0632\u0646\u062f. \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0631\u0627\u0633 AI \u0634\u0627\u0645\u0644 \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<ul>\n<li>\n<p>\u0631\u0627\u0628\u0637 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647<\/p>\n<\/li>\n<li>\n<p>\u0627\u062f\u063a\u0627\u0645 \u0628\u0627 \u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627\u06cc \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 (Tensorflow \u060c Pytorch)<\/p>\n<\/li>\n<li>\n<p>\u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc Automl<\/p>\n<\/li>\n<li>\n<p>API \u0647\u0627\u06cc \u0627\u0632 \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647<\/p>\n<\/li>\n<li>\n<p>\u0627\u062f\u063a\u0627\u0645 \u067e\u0627\u06cc\u0627\u0646 \u0628\u0647 \u067e\u0627\u06cc\u0627\u0646 \u0628\u0627 Google Cloud Services<\/p>\n<\/li>\n<li>\n<p>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc MLOPS (\u0646\u0638\u0627\u0631\u062a \u060c \u0646\u0633\u062e\u0647 \u0633\u0627\u0632\u06cc \u060c \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u062f\u0644)<\/p>\n<\/li>\n<li>\n<p>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc \u0648 \u0627\u0632 \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647<\/p>\n<\/li>\n<li>\n<p>\u0631\u062f\u06cc\u0627\u0628\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u0648 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644<\/p>\n<\/li>\n<li>\n<p>\u062a\u0646\u0638\u06cc\u0645 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u06cc<\/p>\n<\/li>\n<li>\n<p>\u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0648\u06cc\u0698\u06af\u06cc \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0627\u062f\u0647<\/p>\n<\/li>\n<li>\n<p>\u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0648 \u062e\u062f\u0645\u062a \u0645\u062f\u0644<\/p>\n<\/li>\n<li>\n<p>\u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0627\u0644\u0627<\/p>\n<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AA%D9%86%D8%B8%DB%8C%D9%85_Vertex_AI\"><\/span>\n<p>  \u062a\u0646\u0638\u06cc\u0645 Vertex AI<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u0646\u0638\u06cc\u0645 Vertex AI \u0634\u0627\u0645\u0644 \u0686\u0646\u062f \u062a\u0646\u0638\u06cc\u0645 \u0627\u0633\u062a. \u0628\u0631\u0627\u06cc \u062f\u0627\u0634\u062a\u0646 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0642\u06cc\u0642 \u062a\u0631 \u060c \u0628\u0647 \u0627\u0633\u0646\u0627\u062f Vertex AI \u0628\u0631\u0648\u06cc\u062f \u062a\u0627 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062a\u0646\u0638\u06cc\u0645 \u0648 \u0646\u0635\u0628 \u0631\u0627 \u06a9\u0634\u0641 \u06a9\u0646\u06cc\u062f. \u0645\u0631\u0648\u0631\u06cc \u0628\u0631 \u062a\u0646\u0638\u06cc\u0645 Vertex AI \u0634\u0627\u0645\u0644 \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<ul>\n<li>\n<p>\u0628\u0647 \u06a9\u0646\u0633\u0648\u0644 Google Cloud \u0628\u0631\u0648\u06cc\u062f.<\/p>\n<\/li>\n<li>\n<p>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 \u062c\u062f\u06cc\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n<li>\n<p>API Vertex AI \u0631\u0627 \u0628\u0627 \u062d\u0631\u06a9\u062a \u0628\u0647 &#8220;APIS &#038; Services&#8221;> &#8220;\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647&#8221; \u0641\u0639\u0627\u0644 \u06a9\u0646\u06cc\u062f \u0648 \u0633\u067e\u0633 &#8220;Vertex AI&#8221; \u0631\u0627 \u062c\u0633\u062a\u062c\u0648 \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n<li>\n<p>\u0628\u0631\u0627\u06cc \u0641\u0639\u0627\u0644 \u06a9\u0631\u062f\u0646 API \u0631\u0648\u06cc &#8220;Enable&#8221; \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n<\/ul>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062d\u0644\u06cc \u060c vertex ai sdk \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0637\u0631\u06cc\u0642 PIP \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u06a9\u0631\u062f<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>  pip <span class=\"nb\">install <\/span>google-cloud-aiplatform\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>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\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>\u0628\u0631\u0627\u06cc \u06a9\u0633\u0628 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f Vertex AI SDK \u06cc\u0627 \u0631\u0627\u0628\u0637 \u0647\u0627 \u060c \u0628\u0647 \u0627\u0633\u0646\u0627\u062f \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%DA%86%D9%86%D8%AF_%D8%B9%DA%A9%D8%B3_%D8%A8%D8%A7_%D8%AC%D9%85%DB%8C%D9%86%DB%8C_%D8%AF%D8%B1_Vertex_AI\"><\/span>\n<p>  \u0627\u062c\u0631\u0627\u06cc \u0686\u0646\u062f \u0639\u06a9\u0633 \u0628\u0627 \u062c\u0645\u06cc\u0646\u06cc \u062f\u0631 Vertex AI<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0645\u0627\u0646\u0646\u062f Google&#39;s Palm \u0648 \u06af\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0634\u062e\u0635 \u062b\u0627\u0644\u062b \u0645\u0627\u0646\u0646\u062f Claude \u0648 Kodi Anthropic \u0627\u0632 \u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u0646\u062f \u060c \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0645\u06cc \u067e\u0631\u062f\u0627\u0632\u062f <strong>\u062c\u0646\u06cc\u0646<\/strong>\u060c \u0645\u062f\u0644 \u0686\u0646\u062f \u0645\u062f\u0644\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 Google \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0627\u0633\u062a <strong>vertex ai<\/strong>\u0628\u0634\u0631 Gemini \u062f\u0631 \u0628\u0631\u062e\u0648\u0631\u062f \u0628\u0627 \u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639-\u0627\u0632 \u062c\u0645\u0644\u0647 \u0645\u062a\u0646 \u060c \u062a\u0635\u0627\u0648\u06cc\u0631 \u0648 \u0641\u06cc\u0644\u0645 \u0647\u0627-\u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0627\u0646\u062a\u062e\u0627\u0628 \u0647\u0645\u0647 \u06a9\u0627\u0631\u0647 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0686\u0646\u062f \u0634\u0627\u062a.<\/p>\n<p>\u0627\u0632 \u0637\u0631\u06cc\u0642 <strong>vertex ai sdk<\/strong> \u0628\u0631\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u06cc\u0627 \u06a9\u0627\u0631\u0628\u0631 \u067e\u0633\u0646\u062f <strong>\u0627\u0633\u062a\u0648\u062f\u06cc\u0648\u06cc Vertex AI<\/strong> \u0631\u0627\u0628\u0637<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A8%D8%A7_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_vertex_ai_sdk\"><\/span>\n<p>  \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 vertex ai sdk<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Vertex AI \u0627\u0632 \u0637\u0631\u06cc\u0642 SDK \u062e\u0648\u062f \u060c \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0628\u062a\u062f\u0627 \u0628\u0627\u06cc\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0634\u0648\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>pip <span class=\"nb\">install <\/span>google-cloud-aiplatform\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>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\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\u0633 \u0627\u0632 \u0646\u0635\u0628 \u060c \u0628\u0633\u062a\u0647 \u0647\u0627\u06cc \u0644\u0627\u0632\u0645 \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\">vertexai<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">vertexai.generative_models<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">GenerativeModel<\/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>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\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\u06cc\u0646 \u0646\u06a9\u062a\u0647 \u0627\u06cc \u0627\u0633\u062a \u06a9\u0647 Vertex AI \u0648 \u0645\u062f\u0644 \u0627\u0648\u0644\u06cc\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">vertexai<\/span><span class=\"p\">.<\/span><span class=\"nf\">init<\/span><span class=\"p\">(<\/span><span class=\"n\">project<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">project-id<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">location<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">location<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n\n<span class=\"n\">model<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">GenerativeModel<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">gemini-2.0-pro-exp-02-05<\/span><span class=\"sh\">\"<\/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>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\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>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0686\u0646\u062f \u0646\u0645\u0648\u0646\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u0686\u0646\u062f \u0634\u0627\u062a \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u0645. \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644 \u0628\u0631\u0627\u0633\u0627\u0633 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u06cc\u06a9 \u0641\u06cc\u0644\u0645 \u062a\u0645\u0627\u0634\u0627 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">examples<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">\"\"\"<\/span><span class=\"s\">\nInput: <\/span><span class=\"sh\">\"<\/span><span class=\"s\">This movie was amazing!<\/span><span class=\"sh\">\"<\/span><span class=\"s\">\nOutput: Positive\n\nInput: <\/span><span class=\"sh\">\"<\/span><span class=\"s\">I hated this film.<\/span><span class=\"sh\">\"<\/span><span class=\"s\">\nOutput: Negative\n\nInput: <\/span><span class=\"sh\">\"<\/span><span class=\"s\">The acting was okay, but the plot was boring.<\/span><span class=\"sh\">\"<\/span><span class=\"s\">\nOutput: Negative\n<\/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>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\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>\u062d\u0627\u0644 \u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u0632 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 \u0648 \u0648\u0631\u0648\u062f\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u062e\u0631\u0648\u062c\u06cc\/\u0627\u062d\u0633\u0627\u0633\u0627\u062a \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u0645.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"c1\"># The Sentence We Want to Analyze\n<\/span><span class=\"n\">user_input<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">I absolutely loved the story and the characters!<\/span><span class=\"sh\">\"<\/span>\n\n<span class=\"c1\"># Combine Examples and the User Input into a Single Prompt\n<\/span><span class=\"n\">prompt<\/span> <span class=\"o\">=<\/span> <span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"si\">{<\/span><span class=\"n\">examples<\/span><span class=\"si\">}<\/span><span class=\"se\">\\n<\/span><span class=\"s\">Input: <\/span><span class=\"si\">{<\/span><span class=\"n\">user_input<\/span><span class=\"si\">}<\/span><span class=\"se\">\\n<\/span><span class=\"s\">Output:<\/span><span class=\"sh\">\"<\/span>\n\n<span class=\"c1\"># Get the Response from Gemini\n<\/span><span class=\"n\">response<\/span> <span class=\"o\">=<\/span> <span class=\"n\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">generate_content<\/span><span class=\"p\">(<\/span><span class=\"n\">prompt<\/span><span class=\"p\">)<\/span>\n\n<span class=\"c1\"># Print the Result\n<\/span><span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Sentiment: <\/span><span class=\"si\">{<\/span><span class=\"n\">response<\/span><span class=\"p\">.<\/span><span class=\"n\">text<\/span><span class=\"si\">}<\/span><span class=\"sh\">\"<\/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>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\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><strong>\u062a\u0648\u062c\u0647:<\/strong> \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0634\u0646\u0627\u0633\u0647 \u067e\u0631\u0648\u0698\u0647 \u0648 \u0645\u0648\u0642\u0639\u06cc\u062a \u0645\u06a9\u0627\u0646\u06cc \u060c \u0628\u0647 \u0635\u0641\u062d\u0647 \u0627\u0635\u0644\u06cc \u067e\u0631\u0648\u0698\u0647 \u062f\u0631 \u06a9\u0646\u0633\u0648\u0644 \u062e\u0648\u062f \u0628\u0631\u0648\u06cc\u062f.<\/p>\n<p>\u062e\u0631\u0648\u062c\u06cc:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>Sentiment: Output: Positive\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>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\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>\u062d\u0631\u06a9\u062a \u0628\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0633\u062a\u0648\u062f\u06cc\u0648\u06cc \u0632\u06cc\u0628\u0627 \u0631\u0627\u0633 AI.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A8%D8%A7_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_%D8%A7%D8%B3%D8%AA%D9%88%D8%AF%DB%8C%D9%88%DB%8C_Vertex_AI\"><\/span>\n<p>  \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0633\u062a\u0648\u062f\u06cc\u0648\u06cc Vertex AI<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u0633\u062a\u0648\u062f\u06cc\u0648\u06cc Vertex AI \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u062a\u0648\u0633\u0639\u0647 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u062f\u0631 \u067e\u0644\u062a \u0641\u0631\u0645 Vertex AI Google Cloud \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u0646\u0645\u0648\u0646\u0647 \u0633\u0627\u0632\u06cc \u0633\u0631\u06cc\u0639 \u060c \u0622\u0632\u0645\u0627\u06cc\u0634 \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u0646\u062f\u0647 AI \u0645\u0627\u0646\u0646\u062f Google&#39;s Gemini \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u06cc\u06a9 \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631 \u067e\u0633\u0646\u062f \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0628\u0647 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0648 \u062f\u0627\u0646\u0634\u0645\u0646\u062f\u0627\u0646 \u062f\u0627\u062f\u0647 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0628\u0627 \u0645\u062f\u0644 \u0647\u0627 \u060c \u0635\u0646\u0627\u06cc\u0639 \u062f\u0633\u062a\u06cc \u0648 \u0627\u0635\u0644\u0627\u062d\u0627\u062a \u0631\u0627 \u062f\u0631 \u062a\u0639\u0627\u0645\u0644 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f \u0648 \u062e\u0631\u0648\u062c\u06cc \u0647\u0627 \u0631\u0627 \u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06cc\u06a9 \u0646\u06af\u0627\u0647 \u062f\u0631 \u0627\u0633\u062a\u0648\u062f\u06cc\u0648 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f<\/p>\n<p><\/p>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0633\u062a\u0648\u062f\u06cc\u0648\u06cc Vertex AI \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u0686\u0646\u062f \u0634\u0627\u062a \u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0631\u062e\u06cc \u0627\u0632 \u0645\u0637\u0627\u0644\u0628 \u0631\u0627 \u062f\u0631 \u0628\u062e\u0634 &#8220;\u0633\u0631\u06cc\u0639&#8221; \u0628\u0646\u0648\u06cc\u0633\u06cc\u0645 \u0648 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u0645.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fx65ncguab5bfruiahul1.png\" alt=\"\u0686\u0646\u062f \u0639\u06a9\u0633 \u062f\u0631 vertex ai\" loading=\"lazy\" width=\"800\" height=\"442\" title=\"\"><\/p>\n<p>\u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0686\u0646\u062f \u06a9\u0627\u0631 \u0634\u0627\u062a \u0645\u0646\u062a\u0642\u0644 \u06a9\u0631\u062f<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fx7isidpr0z05mwvjqm7p.png\" alt=\"\u0686\u0646\u062f \u0639\u06a9\u0633 \u0628\u0627 \u062a\u0635\u0627\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"440\" title=\"\"><\/p>\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>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u060c \u0645\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u062c\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0686\u0646\u062f \u0634\u0627\u062a \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062c\u0645\u06cc\u0646\u06cc \u062f\u0631 \u0631\u0627\u0633 AI \u060c \u0645\u0648\u0631\u062f \u0628\u0631\u0631\u0633\u06cc \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0647 \u0627\u06cc\u0645 \u060c \u0648 \u0647\u0645\u0647 \u06a9\u0627\u0631\u0647 \u0628\u0648\u062f\u0646 \u0622\u0646 \u0631\u0627 \u062f\u0631 \u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0627\u0633\u062a\u062d\u06a9\u0627\u0645 AI SDK \u0648 \u0627\u0633\u062a\u0648\u062f\u06cc\u0648\u06cc Vertex AI \u0628\u0631\u062c\u0633\u062a\u0647 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u0648\u062b\u0631 \u0627\u0632 \u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u060c \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0648 \u062f\u0627\u0646\u0634\u0645\u0646\u062f\u0627\u0646 \u062f\u0627\u062f\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0645\u062f\u0644 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0642\u0648\u06cc \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u0646\u062f \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0632 \u062d\u062f\u0627\u0642\u0644 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627 \u0628\u06cc\u0627\u0645\u0648\u0632\u0646\u062f \u0648 \u0627\u0632 \u0627\u06cc\u0646 \u0637\u0631\u06cc\u0642 \u067e\u06cc\u0634\u0631\u0641\u062a \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u0631\u0627 \u062a\u0633\u0631\u06cc\u0639 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u062f\u0631 \u0633\u0627\u0644\u0647\u0627\u06cc \u0627\u062e\u06cc\u0631 \u060c \u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0627\u06cc Google \u062f\u0631 AI \u062a\u0648\u0644\u06cc\u062f\u06cc \u0686\u06af\u0648\u0646\u0647 \u0645\u0627 \u0628\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u067e\u062a\u0627\u0646\u0633\u06cc\u0644 AI Vertex \u0648 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u062c\u0645\u06cc\u0646\u06cc \u060c \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u0631\u0642\u0631\u0627\u0631 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a. \u0628\u0647 \u0637\u0648\u0631 \u0633\u0646\u062a\u06cc \u060c \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0647 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062f\u0627\u0631\u0627\u06cc \u0628\u0631\u0686\u0633\u0628 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0634\u062a\u0646\u062f \u062a\u0627 \u062f\u0631 &hellip;<\/p>\n","protected":false},"author":2,"featured_media":99539,"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-99538","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\/99538","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=99538"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/99538\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/99539"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=99538"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=99538"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=99538"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}