{"id":3521,"date":"2025-05-03T16:27:47","date_gmt":"2025-05-03T13:27:47","guid":{"rendered":"https:\/\/www.dztecs.com\/ai\/?p=3521"},"modified":"2025-05-03T16:27:47","modified_gmt":"2025-05-03T13:27:47","slug":"how-ai-is-rewriting-the-daily-tasks-of-data-scientists","status":"publish","type":"post","link":"https:\/\/www.dztecs.com\/ai\/how-ai-is-rewriting-the-daily-tasks-of-data-scientists\/","title":{"rendered":"\u0643\u064a\u0641 \u064a\u0639\u064a\u062f \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u064a\u0648\u0645\u064a\u0629 \u0644\u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p class=\"has-subtitle-1-font-size wp-block-paragraph\">\u0641\u064a \u0645\u0642\u0627\u0644\u0627\u062a\u064a \u0627\u0644\u0633\u0627\u0628\u0642\u0629\u060c \u0627\u0633\u062a\u0643\u0634\u0641\u062a\u064f \u0648\u0642\u0627\u0631\u0646\u062a \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c Data Science Agent \u0645\u0646 Google\u060c \u0648 <a href=\"https:\/\/www.dztecs.com\/ai\/ultimate-ai-search-face-off-i-pitted-claudes-new-search-tool-against-chatgpt-search-perplexity-and-gemini\/\" target=\"_blank\" rel=\"noopener\">ChatGPT vs. Claude vs. Gemini<\/a> \u0644\u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648 <a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/www.dztecs.com\/ai\/how-to-benchmark-deepseek-r1-distilled-models-on-gpqa-using-ollama-and-openais-simple-evals\/\">DeepSeek V3<\/a>\u060c \u0648\u0645\u0627 \u0625\u0644\u0649 \u0630\u0644\u0643. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0647\u0630\u0647 \u0644\u064a\u0633\u062a \u0633\u0648\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0641\u0631\u0639\u064a\u0629 \u0635\u063a\u064a\u0631\u0629 \u0645\u0646 \u062c\u0645\u064a\u0639 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0644\u0640 <a target=\"_blank\" rel=\"noopener noreferrer\" title=\"Data Science\" href=\"https:\/\/towardsdatascience.com\/tag\/data-science\/\">Data Science<\/a>. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644 \u0644\u0627 \u0627\u0644\u062d\u0635\u0631\u060c \u0628\u0639\u0636 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u064a \u0627\u0633\u062a\u062e\u062f\u0645\u062a\u0647\u0627 \u0641\u064a \u0627\u0644\u0639\u0645\u0644:<\/p>\n<p><img decoding=\"async\" class=\"attachment-post-thumbnail size-post-thumbnail not-transparent wp-post-image aligncenter\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/AI-for-DS.png\" alt=\"\" width=\"1536\" height=\"1024\" data-has-transparency=\"false\" data-dominant-color=\"afb7ba\" \/><\/p>\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\"><strong>OpenAI API<\/strong>: \u0623\u0633\u062a\u062e\u062f\u0645\u0647 \u0644\u062a\u0635\u0646\u064a\u0641 \u0648\u062a\u0644\u062e\u064a\u0635 \u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0648\u062a\u062d\u062f\u064a\u062f \u0646\u0642\u0627\u0637 \u0627\u0644\u0636\u0639\u0641 \u0641\u064a \u0627\u0644\u0645\u0646\u062a\u062c.<\/li>\n<li class=\"wp-block-list-item\"><strong>ChatGPT<\/strong> \u0648 <strong>Gemini<\/strong>: \u064a\u0633\u0627\u0639\u062f\u0627\u0646\u0646\u064a \u0641\u064a \u0635\u064a\u0627\u063a\u0629 \u0631\u0633\u0627\u0626\u0644 \u0648\u0623\u064a\u0645\u064a\u0644\u0627\u062a Slack\u060c \u0648\u0643\u062a\u0627\u0628\u0629 \u062a\u0642\u0627\u0631\u064a\u0631 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u060c \u0648\u062d\u062a\u0649 \u062a\u0642\u064a\u064a\u0645\u0627\u062a \u0627\u0644\u0623\u062f\u0627\u0621.<\/li>\n<li class=\"wp-block-list-item\"><a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/www.glean.com\/\"><strong>Glean AI<\/strong><\/a>: \u0627\u0633\u062a\u062e\u062f\u0645\u062a Glean AI \u0644\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0625\u062c\u0627\u0628\u0627\u062a \u0628\u0633\u0631\u0639\u0629 \u0639\u0628\u0631 \u0627\u0644\u0648\u062b\u0627\u0626\u0642 \u0648\u0627\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629.<\/li>\n<li class=\"wp-block-list-item\"><a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/www.cursor.com\/en\"><strong>Cursor<\/strong><\/a><strong> \u0648 <\/strong><a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/github.com\/features\/copilot\"><strong>Copilot<\/strong><\/a><strong>:<\/strong> \u0623\u0633\u062a\u0645\u062a\u0639 \u0628\u0645\u062c\u0631\u062f \u0627\u0644\u0636\u063a\u0637 \u0639\u0644\u0649 tab-tab \u0644\u0644\u0625\u0643\u0645\u0627\u0644 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a \u0644\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0648\u0627\u0644\u062a\u0639\u0644\u064a\u0642\u0627\u062a.<\/li>\n<li class=\"wp-block-list-item\"><strong>Hex Magic<\/strong>: \u0623\u0633\u062a\u062e\u062f\u0645 Hex \u0644\u062f\u0641\u0627\u062a\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0639\u0627\u0648\u0646\u064a\u0629 \u0641\u064a \u0627\u0644\u0639\u0645\u0644. \u0643\u0645\u0627 \u0623\u0646\u0647\u0627 \u062a\u0648\u0641\u0631 \u0645\u064a\u0632\u0629 \u062a\u0633\u0645\u0649 <a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/hex.tech\/product\/magic-ai\/\">Hex Magic<\/a> \u0644\u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0648\u0625\u0635\u0644\u0627\u062d \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u062d\u0627\u062f\u062b\u064a.<\/li>\n<li class=\"wp-block-list-item\"><a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/www.snowflake.com\/en\/product\/features\/cortex\/\"><strong>Snowflake Cortex<\/strong><\/a>: \u064a\u062a\u064a\u062d Cortex AI \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0646\u0642\u0627\u0637 \u0646\u0647\u0627\u064a\u0629 Llm\u060c \u0648\u0628\u0646\u0627\u0621 RAG \u0648\u062e\u062f\u0645\u0627\u062a \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0646\u0635 \u0625\u0644\u0649 SQL \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0641\u064a Snowflake.<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">\u0623\u0646\u0627 \u0645\u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646\u0647 \u064a\u0645\u0643\u0646\u0643 \u0625\u0636\u0627\u0641\u0629 \u0627\u0644\u0645\u0632\u064a\u062f \u0625\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u0642\u0627\u0626\u0645\u0629\u060c \u0648\u064a\u062a\u0645 \u0625\u0637\u0644\u0627\u0642 \u0623\u062f\u0648\u0627\u062a \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062c\u062f\u064a\u062f\u0629 \u0643\u0644 \u064a\u0648\u0645. \u0645\u0646 \u0627\u0644\u0645\u0633\u062a\u062d\u064a\u0644 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0642\u0627\u0626\u0645\u0629 \u0643\u0627\u0645\u0644\u0629 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629. \u0644\u0630\u0644\u0643\u060c \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0644\u0629\u060c \u0623\u0648\u062f \u0623\u0646 \u0623\u062a\u0631\u0627\u062c\u0639 \u062e\u0637\u0648\u0629 \u0648\u0627\u062d\u062f\u0629 \u0648\u0623\u0631\u0643\u0632 \u0639\u0644\u0649 \u0633\u0624\u0627\u0644 \u0623\u0643\u0628\u0631: <strong>\u0645\u0627 \u0627\u0644\u0630\u064a \u0646\u062d\u062a\u0627\u062c\u0647 \u062d\u0642\u064b\u0627 \u0643\u0645\u062d\u062a\u0631\u0641\u064a\u0646 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0629<\/strong>\u061f<\/p>\n<p class=\"wp-block-paragraph\">\u0641\u064a \u0627\u0644\u0642\u0633\u0645 \u0623\u062f\u0646\u0627\u0647\u060c \u0633\u0623\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u062a\u062c\u0627\u0647\u064a\u0646 \u0631\u0626\u064a\u0633\u064a\u064a\u0646 &#8211; \u0627\u0644\u062a\u062e\u0644\u0635 \u0645\u0646 \u0627\u0644\u0645\u0647\u0627\u0645 \u0645\u0646\u062e\u0641\u0636\u0629 \u0627\u0644\u0642\u064a\u0645\u0629 \u0648\u062a\u0633\u0631\u064a\u0639 \u0627\u0644\u0639\u0645\u0644 \u0639\u0627\u0644\u064a \u0627\u0644\u0642\u064a\u0645\u0629.<\/p>\n<p>&nbsp;<\/p>\n<h2 class=\"wp-block-heading\">1. \u0627\u0644\u062a\u062e\u0644\u0635 \u0645\u0646 \u0627\u0644\u0645\u0647\u0627\u0645 \u0645\u0646\u062e\u0641\u0636\u0629 \u0627\u0644\u0642\u064a\u0645\u0629<\/h2>\n<p class=\"wp-block-paragraph\">\u0644\u0642\u062f \u0623\u0635\u0628\u062d\u062a \u0639\u0627\u0644\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0623\u0646\u0646\u064a \u0623\u0633\u062a\u0645\u062a\u0639 \u062d\u0642\u064b\u0627 \u0628\u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0631\u0624\u0649 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0648\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u064a\u0647\u0627. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0628\u0639\u062f \u0623\u0646 \u0639\u0645\u0644\u062a \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644 \u0644\u0623\u0643\u062b\u0631 \u0645\u0646 7 \u0633\u0646\u0648\u0627\u062a \u062d\u062a\u0649 \u0627\u0644\u0622\u0646\u060c \u064a\u062c\u0628 \u0623\u0646 \u0623\u0639\u062a\u0631\u0641 \u0628\u0623\u0646\u0647 \u0644\u064a\u0633 \u0643\u0644 \u0627\u0644\u0639\u0645\u0644 \u0645\u062b\u064a\u0631\u064b\u0627 \u0643\u0645\u0627 \u0643\u0646\u062a \u0622\u0645\u0644. \u0642\u0628\u0644 \u0625\u062c\u0631\u0627\u0621 \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0645\u062a\u0642\u062f\u0645\u0629 \u0623\u0648 \u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629\u060c \u0647\u0646\u0627\u0643 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644 \u0645\u0646\u062e\u0641\u0636\u0629 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u062a\u064a \u0644\u0627 \u0645\u0641\u0631 \u0645\u0646\u0647\u0627 \u064a\u0648\u0645\u064a\u064b\u0627 &#8211; \u0648\u0641\u064a \u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u062d\u0627\u0644\u0627\u062a\u060c \u064a\u0643\u0648\u0646 \u0630\u0644\u0643 \u0644\u0623\u0646\u0646\u0627 \u0644\u0627 \u0646\u0645\u062a\u0644\u0643 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u062a\u0645\u0643\u064a\u0646 \u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0645\u0635\u0644\u062d\u0629 \u0644\u062f\u064a\u0646\u0627 \u0645\u0646 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u062e\u062f\u0645\u0629. \u062f\u0639\u0648\u0646\u0627 \u0646\u0644\u0642\u064a \u0646\u0638\u0631\u0629 \u0639\u0644\u0649 \u0648\u0636\u0639\u0646\u0627 \u0627\u0644\u064a\u0648\u0645 \u0648\u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0645\u062b\u0627\u0644\u064a\u0629:<\/p>\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u0648\u0636\u0639 \u0627\u0644\u062d\u0627\u0644\u064a: \u0646\u062d\u0646 \u0646\u0639\u0645\u0644 \u0643\u0645\u0641\u0633\u0631\u064a\u0646 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062d\u0631\u0627\u0633 \u0628\u0648\u0627\u0628\u0629 (\u0641\u064a \u0628\u0639\u0636 \u0627\u0644\u0623\u062d\u064a\u0627\u0646 &#8220;\u0642\u0631\u0648\u062f SQL&#8221;)<\/strong><\/p>\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\"><strong>\u0637\u0644\u0628\u0627\u062a \u0633\u062d\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0628\u0633\u064a\u0637\u0629<\/strong> \u062a\u0623\u062a\u064a \u0625\u0644\u064a\u0651 \u0648\u0625\u0644\u0649 \u0641\u0631\u064a\u0642\u064a \u0639\u0644\u0649 Slack \u0643\u0644 \u0623\u0633\u0628\u0648\u0639 \u062a\u0633\u0623\u0644: &#8220;\u0645\u0627 \u0647\u0648 \u0625\u062c\u0645\u0627\u0644\u064a \u0642\u064a\u0645\u0629 \u0627\u0644\u0628\u0636\u0627\u0626\u0639 (GMV) \u0641\u064a \u0627\u0644\u0634\u0647\u0631 \u0627\u0644\u0645\u0627\u0636\u064a\u061f&#8221; &#8220;\u0647\u0644 \u064a\u0645\u0643\u0646\u0643 \u0633\u062d\u0628 \u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u0630\u064a\u0646 \u064a\u0633\u062a\u0648\u0641\u0648\u0646 \u0647\u0630\u0647 \u0627\u0644\u0645\u0639\u0627\u064a\u064a\u0631\u061f&#8221; &#8220;\u0647\u0644 \u064a\u0645\u0643\u0646\u0643 \u0645\u0633\u0627\u0639\u062f\u062a\u064a \u0641\u064a \u0645\u0644\u0621 \u0647\u0630\u0627 \u0627\u0644\u0631\u0642\u0645 \u0641\u064a \u0627\u0644\u0639\u0631\u0636 \u0627\u0644\u062a\u0642\u062f\u064a\u0645\u064a \u0627\u0644\u0630\u064a \u0623\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062a\u0642\u062f\u064a\u0645\u0647 \u063a\u062f\u064b\u0627\u061f&#8221;<\/li>\n<li class=\"wp-block-list-item\"><strong>\u0623\u062f\u0648\u0627\u062a \u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 (BI) \u0644\u0627 \u062a\u062f\u0639\u0645 \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u062e\u062f\u0645\u0629 \u0628\u0634\u0643\u0644 \u062c\u064a\u062f<\/strong>. \u0644\u0642\u062f \u0627\u0639\u062a\u0645\u062f\u0646\u0627 \u0623\u062f\u0648\u0627\u062a \u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0645\u062b\u0644 Looker \u0648 Tableau \u062d\u062a\u0649 \u064a\u062a\u0645\u0643\u0646 \u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0645\u0635\u0644\u062d\u0629 \u0645\u0646 \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0628\u0633\u0647\u0648\u0644\u0629. \u0648\u0644\u0643\u0646 \u0627\u0644\u062d\u0642\u064a\u0642\u0629 \u0647\u064a \u0623\u0646 \u0647\u0646\u0627\u0643 \u062f\u0627\u0626\u0645\u064b\u0627 \u0645\u0641\u0627\u0636\u0644\u0629 \u0628\u064a\u0646 \u0627\u0644\u0628\u0633\u0627\u0637\u0629 \u0648\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062e\u062f\u0645\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629. \u0641\u064a \u0628\u0639\u0636 \u0627\u0644\u0623\u062d\u064a\u0627\u0646\u060c \u0646\u062c\u0639\u0644 \u0644\u0648\u062d\u0627\u062a \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0633\u0647\u0644\u0629 \u0627\u0644\u0641\u0647\u0645 \u0645\u0639 \u0639\u062f\u062f \u0642\u0644\u064a\u0644 \u0645\u0646 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633\u060c \u0648\u0644\u0643\u0646\u0647\u0627 \u0644\u0627 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0641\u064a \u0625\u0644\u0627 \u0628\u0639\u062f\u062f \u0642\u0644\u064a\u0644 \u0645\u0646 \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645. \u0648\u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0646\u0641\u0633\u0647\u060c \u0625\u0630\u0627 \u062c\u0639\u0644\u0646\u0627 \u0627\u0644\u0623\u062f\u0627\u0629 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u062e\u0635\u064a\u0635 \u0628\u062f\u0631\u062c\u0629 \u0643\u0628\u064a\u0631\u0629 \u0645\u0639 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0628\u062d\u0631\u064a\u0629\u060c \u0641\u0642\u062f \u064a\u062c\u062f \u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0645\u0635\u0644\u062d\u0629 \u0627\u0644\u0623\u062f\u0627\u0629 \u0645\u0631\u0628\u0643\u0629 \u0648\u064a\u0641\u062a\u0642\u0631\u0648\u0646 \u0625\u0644\u0649 \u0627\u0644\u062b\u0642\u0629 \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627\u060c \u0648\u0641\u064a \u0623\u0633\u0648\u0623 \u0627\u0644\u062d\u0627\u0644\u0627\u062a\u060c \u064a\u062a\u0645 \u0633\u062d\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0641\u0633\u064a\u0631\u0647\u0627 \u0628\u0637\u0631\u064a\u0642\u0629 \u062e\u0627\u0637\u0626\u0629.<\/li>\n<li class=\"wp-block-list-item\"><strong>\u0627\u0644\u0648\u062b\u0627\u0626\u0642 \u0642\u0644\u064a\u0644\u0629 \u0623\u0648 \u0642\u062f\u064a\u0645\u0629<\/strong>. \u0647\u0630\u0627 \u0648\u0636\u0639 \u0634\u0627\u0626\u0639\u060c \u0648\u0644\u0643\u0646 \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0633\u0628\u0628\u0647 \u0623\u0633\u0628\u0627\u0628 \u0645\u062e\u062a\u0644\u0641\u0629 &#8211; \u0631\u0628\u0645\u0627 \u0646\u062a\u062d\u0631\u0643 \u0628\u0633\u0631\u0639\u0629 \u0648\u0646\u0631\u0643\u0632 \u0639\u0644\u0649 \u062a\u0642\u062f\u064a\u0645 \u0627\u0644\u0646\u062a\u0627\u0626\u062c\u060c \u0623\u0648 \u0644\u0627 \u062a\u0648\u062c\u062f \u0648\u062b\u0627\u0626\u0642 \u0628\u064a\u0627\u0646\u0627\u062a \u0631\u0627\u0626\u0639\u0629 \u0648\u0633\u064a\u0627\u0633\u0627\u062a \u062d\u0648\u0643\u0645\u0629 \u0645\u0639\u0645\u0648\u0644 \u0628\u0647\u0627. \u0646\u062a\u064a\u062c\u0629 \u0644\u0630\u0644\u0643\u060c \u062a\u0635\u0628\u062d \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0642\u0628\u0644\u064a\u0629 \u0647\u064a \u0639\u0646\u0642 \u0627\u0644\u0632\u062c\u0627\u062c\u0629 \u0644\u0644\u0623\u0634\u062e\u0627\u0635 \u062e\u0627\u0631\u062c \u0641\u0631\u064a\u0642 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0645\u062b\u0627\u0644\u064a\u0629: \u062a\u0645\u0643\u064a\u0646 \u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0645\u0635\u0644\u062d\u0629 \u0645\u0646 \u0627\u0644\u062e\u062f\u0645\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u062d\u062a\u0649 \u0646\u062a\u0645\u0643\u0646 \u0645\u0646 \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0639\u0645\u0644 \u0645\u0646\u062e\u0641\u0636 \u0627\u0644\u0642\u064a\u0645\u0629<\/strong><\/p>\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\">\u064a\u0645\u0643\u0646 \u0644\u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0645\u0635\u0644\u062d\u0629 \u0625\u062c\u0631\u0627\u0621 \u0639\u0645\u0644\u064a\u0627\u062a \u0633\u062d\u0628 \u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0633\u064a\u0637\u0629 \u0648\u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0628\u0633\u0647\u0648\u0644\u0629 \u0648\u062b\u0642\u0629.<\/li>\n<li class=\"wp-block-list-item\">\u064a\u0642\u0636\u064a \u0641\u0631\u0642 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0642\u062a\u064b\u0627 \u0623\u0642\u0644 \u0641\u064a \u0625\u0639\u062f\u0627\u062f \u0627\u0644\u062a\u0642\u0627\u0631\u064a\u0631 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 \u0623\u0648 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0645\u0631\u0629 \u0648\u0627\u062d\u062f\u0629.<\/li>\n<li class=\"wp-block-list-item\">\u0644\u0648\u062d\u0627\u062a \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0648\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0641\u0633\u064a\u0631 \u0648\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0646\u0641\u064a\u0630 \u062f\u0648\u0646 \u0645\u0633\u0627\u0639\u062f\u0629 \u0645\u0628\u0627\u0634\u0631\u0629.<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">\u0625\u0630\u064b\u0627\u060c \u0644\u0644\u0627\u0642\u062a\u0631\u0627\u0628 \u0645\u0646 \u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0645\u062b\u0627\u0644\u064a\u0629\u060c \u0645\u0627 \u0647\u0648 \u0627\u0644\u062f\u0648\u0631 \u0627\u0644\u0630\u064a \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0644\u0639\u0628\u0647 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0647\u0646\u0627\u061f \u0645\u0645\u0627 \u0644\u0627\u062d\u0638\u062a\u0647\u060c \u0647\u0630\u0647 \u0647\u064a \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u062c\u0647 \u0625\u0644\u064a\u0647\u0627 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0633\u062f \u0627\u0644\u0641\u062c\u0648\u0629:<\/p>\n<ol class=\"wp-block-list\">\n<li class=\"wp-block-list-item\"><strong>\u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0639\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (Text-to-SQL)<\/strong>: \u0625\u062d\u062f\u0649 \u0637\u0631\u0642 \u062e\u0641\u0636 \u0627\u0644\u062d\u0627\u062c\u0632 \u0627\u0644\u062a\u0642\u0646\u064a \u0647\u064a \u062a\u0645\u0643\u064a\u0646 \u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0645\u0635\u0644\u062d\u0629 \u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0639\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629. \u0647\u0646\u0627\u0643 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u062c\u0647\u0648\u062f Text-to-SQL \u0641\u064a \u0627\u0644\u0635\u0646\u0627\u0639\u0629:\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\">\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c <strong>Snowflake<\/strong> \u0647\u064a \u0625\u062d\u062f\u0649 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u064a \u062d\u0642\u0642\u062a \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u062a\u0642\u062f\u0645 \u0641\u064a <a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/www.snowflake.com\/en\/engineering-blog\/arctic-text2sql-excot-sql-generation-accuracy\/\">\u0646\u0645\u0627\u0630\u062c Text2SQL<\/a> \u0648\u0628\u062f\u0623\u062a \u0641\u064a \u062f\u0645\u062c \u0627\u0644\u0642\u062f\u0631\u0629 \u0641\u064a \u0645\u0646\u062a\u062c\u0647\u0627.<\/li>\n<li class=\"wp-block-list-item\">\u0627\u0633\u062a\u0643\u0634\u0641\u062a \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0634\u0631\u0643\u0627\u062a (\u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0634\u0631\u0643\u062a\u064a) \u0623\u064a\u0636\u064b\u0627 \u062d\u0644\u0648\u0644 Text2SQL \u062f\u0627\u062e\u0644\u064a\u0629. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0634\u0627\u0631\u0643\u062a <strong>Uber<\/strong> \u0631\u062d\u0644\u062a\u0647\u0627 \u0645\u0639 <a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/www.uber.com\/blog\/query-gpt\/\">Uber\u2019s QueryGPT<\/a> \u0644\u062c\u0639\u0644 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0639\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0643\u062b\u0631 \u0633\u0647\u0648\u0644\u0629 \u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062e\u0627\u0635 \u0628\u0647\u0627. \u0623\u0648\u0636\u062d\u062a \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0644\u0629 \u0628\u0627\u0644\u062a\u0641\u0635\u064a\u0644 \u0643\u064a\u0641 \u0635\u0645\u0645\u062a Uber \u0628\u0646\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a. \u0648\u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0646\u0641\u0633\u0647\u060c \u0643\u0634\u0641\u062a \u0623\u064a\u0636\u064b\u0627 \u0639\u0646 \u062a\u062d\u062f\u064a\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u062a\u0641\u0633\u064a\u0631 \u0646\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0628\u062f\u0642\u0629\u060c \u0648\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u062e\u0637\u0637\u0627\u062a \u0627\u0644\u062c\u062f\u0627\u0648\u0644 \u0627\u0644\u0643\u0628\u064a\u0631\u0629\u060c \u0648\u062a\u062c\u0646\u0628 \u0627\u0644\u0647\u0644\u0648\u0633\u0629 \u0648\u0645\u0627 \u0625\u0644\u0649 \u0630\u0644\u0643.<\/li>\n<li class=\"wp-block-list-item\">\u0628\u0635\u0631\u0627\u062d\u0629\u060c \u0644\u062c\u0639\u0644 Text-to-SQL \u064a\u0639\u0645\u0644\u060c \u0647\u0646\u0627\u0643 \u0645\u0633\u062a\u0648\u0649 \u0639\u0627\u0644\u064d \u062c\u062f\u064b\u0627 \u062d\u064a\u062b \u064a\u062c\u0628 \u0639\u0644\u064a\u0643 \u062c\u0639\u0644 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u062f\u0642\u064a\u0642\u064b\u0627 &#8211; \u062d\u062a\u0649 \u0625\u0630\u0627 \u0641\u0634\u0644\u062a \u0627\u0644\u0623\u062f\u0627\u0629 \u0645\u0631\u0629 \u0648\u0627\u062d\u062f\u0629 \u0641\u0642\u0637\u060c \u0641\u0642\u062f \u064a\u0624\u062f\u064a \u0630\u0644\u0643 \u0625\u0644\u0649 \u062a\u062f\u0645\u064a\u0631 \u0627\u0644\u062b\u0642\u0629 \u0648\u0641\u064a \u0627\u0644\u0646\u0647\u0627\u064a\u0629 \u0633\u064a\u0639\u0648\u062f \u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0645\u0635\u0644\u062d\u0629 \u0625\u0644\u064a\u0643 \u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0635\u062d\u0629 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a (\u062b\u0645 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0642\u0631\u0627\u0621\u0629 + \u0625\u0639\u0627\u062f\u0629 \u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0636\u0627\u0639\u0641 \u0627\u0644\u0639\u0645\u0644 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \ud83d\ude41). \u062d\u062a\u0649 \u0627\u0644\u0622\u0646\u060c \u0644\u0645 \u0623\u062c\u062f \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u0623\u0648 \u0623\u062f\u0627\u0629 Text-to-SQL \u062a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u0645\u062b\u0627\u0644\u064a. \u0623\u0631\u0649 \u0623\u0646\u0647 \u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u062d\u0642\u064a\u0642 \u0641\u0642\u0637 \u0639\u0646\u062f\u0645\u0627 \u062a\u0633\u062a\u0639\u0644\u0645 \u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u0641\u0631\u0639\u064a\u0629 \u0635\u063a\u064a\u0631\u0629 \u062c\u062f\u064b\u0627 \u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u0645\u0648\u062b\u0642\u0629 \u062c\u064a\u062f\u064b\u0627 \u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062d\u062f\u062f\u0629 \u0648\u0645\u0648\u062d\u062f\u0629\u060c \u0648\u0644\u0643\u0646 \u0645\u0646 \u0627\u0644\u0635\u0639\u0628 \u062c\u062f\u064b\u0627 \u0627\u0644\u062a\u0648\u0633\u0639 \u0644\u062a\u0634\u0645\u0644 \u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0648\u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/li>\n<li class=\"wp-block-list-item\">\u0648\u0644\u0643\u0646 \u0628\u0627\u0644\u0637\u0628\u0639\u060c \u0646\u0638\u0631\u064b\u0627 \u0644\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0627\u0644\u0643\u0628\u064a\u0631 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644 \u0648\u0627\u0644\u062a\u0637\u0648\u0631 \u0627\u0644\u0633\u0631\u064a\u0639 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0623\u0646\u0627 \u0645\u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646\u0646\u0627 \u0633\u0646\u0642\u062a\u0631\u0628 \u0623\u0643\u062b\u0631 \u0641\u0623\u0643\u062b\u0631 \u0645\u0646 \u062d\u0644\u0648\u0644 Text-to-SQL \u062f\u0642\u064a\u0642\u0629 \u0648\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631.<\/li>\n<\/ul>\n<\/li>\n<li class=\"wp-block-list-item\"><strong>\u0645\u0633\u0627\u0639\u062f \u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 (BI) \u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u062f\u0631\u062f\u0634\u0629<\/strong>: \u0645\u062c\u0627\u0644 \u0634\u0627\u0626\u0639 \u0622\u062e\u0631 \u0644\u062a\u062d\u0633\u064a\u0646 \u062a\u062c\u0631\u0628\u0629 \u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0645\u0635\u0644\u062d\u0629 \u0645\u0639 \u0623\u062f\u0648\u0627\u062a \u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0647\u0648 \u0645\u0633\u0627\u0639\u062f \u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u062f\u0631\u062f\u0634\u0629. \u0647\u0630\u0627 \u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639 \u064a\u0623\u062e\u0630 \u062e\u0637\u0648\u0629 \u0623\u062e\u0631\u0649 \u0625\u0644\u0649 \u0627\u0644\u0623\u0645\u0627\u0645 \u0645\u0646 Text-to-SQL &#8211; \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0625\u0646\u0634\u0627\u0621 \u0627\u0633\u062a\u0639\u0644\u0627\u0645 SQL \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u0637\u0627\u0644\u0628\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u060c \u0641\u0625\u0646\u0647 \u064a\u0633\u062a\u062c\u064a\u0628 \u0628\u062a\u0646\u0633\u064a\u0642 \u062a\u0635\u0648\u0631 \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0645\u0644\u062e\u0635 \u0646\u0635\u064a.\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\"><a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/cloud.google.com\/gemini\/docs\/looker\/overview\"><strong>Gemini in Looker<\/strong><\/a> \u0647\u0648 \u0645\u062b\u0627\u0644 \u0647\u0646\u0627. Looker \u0645\u0645\u0644\u0648\u0643\u0629 \u0644\u0640 Google\u060c \u0644\u0630\u0644\u0643 \u0645\u0646 \u0627\u0644\u0637\u0628\u064a\u0639\u064a \u062c\u062f\u064b\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0647\u0645 \u0623\u0646 \u064a\u062a\u0643\u0627\u0645\u0644\u0648\u0627 \u0645\u0639 Gemini. \u0645\u064a\u0632\u0629 \u0623\u062e\u0631\u0649 \u0644\u0640 Looker \u0644\u0628\u0646\u0627\u0621 \u0645\u064a\u0632\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0645 \u0647\u064a \u0623\u0646 \u062d\u0642\u0648\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0648\u062b\u0642\u0629 \u0628\u0627\u0644\u0641\u0639\u0644 \u0641\u064a \u0637\u0628\u0642\u0629 LookML \u0627\u0644\u062f\u0644\u0627\u0644\u064a\u0629\u060c \u0645\u0639 \u062a\u062d\u062f\u064a\u062f \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0631\u0628\u0637 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0648\u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0627\u0644\u0645\u0636\u0645\u0646\u0629 \u0641\u064a \u0644\u0648\u062d\u0627\u062a \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a. \u0644\u0630\u0644\u0643\u060c \u0644\u062f\u064a\u0647\u0627 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0631\u0627\u0626\u0639\u0629 \u0644\u0644\u062a\u0639\u0644\u0645 \u0645\u0646\u0647\u0627. \u064a\u0633\u0645\u062d Gemini \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0628\u0636\u0628\u0637 \u0644\u0648\u062d\u0627\u062a \u0645\u0639\u0644\u0648\u0645\u0627\u062a Looker \u0648\u0637\u0631\u062d \u0623\u0633\u0626\u0644\u0629 \u062d\u0648\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062d\u062a\u0649 \u0628\u0646\u0627\u0621 \u0648\u0643\u0644\u0627\u0621 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062e\u0635\u0635\u064a\u0646 \u0644\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u062d\u0648\u0627\u0631\u064a\u0629. \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0623\u0646\u0647 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u062a\u062c\u0631\u0628\u062a\u064a \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629 \u0645\u0639 \u0627\u0644\u0623\u062f\u0627\u0629\u060c \u0625\u0644\u0627 \u0623\u0646\u0647\u0627 \u062a\u0646\u062a\u0647\u064a \u0641\u064a \u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0623\u062d\u064a\u0627\u0646 \u0628\u0627\u0644\u0641\u0634\u0644 \u0641\u064a \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0628\u0633\u064a\u0637\u0629 \u0641\u064a \u0628\u0639\u0636 \u0627\u0644\u0623\u062d\u064a\u0627\u0646. \u0623\u062e\u0628\u0631\u0646\u064a \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0644\u062f\u064a\u0643 \u062a\u062c\u0631\u0628\u0629 \u0645\u062e\u062a\u0644\u0641\u0629 \u0648\u062c\u0639\u0644\u062a\u0647\u0627 \u062a\u0639\u0645\u0644&#8230;<\/li>\n<li class=\"wp-block-list-item\">\u0623\u0637\u0644\u0642\u062a Tableau \u0623\u064a\u0636\u064b\u0627 \u0645\u064a\u0632\u0629 \u0645\u0645\u0627\u062b\u0644\u0629\u060c <a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/www.tableau.com\/products\/artificial-intelligence\"><strong>Tableau AI<\/strong><\/a>. \u0644\u0645 \u0623\u0633\u062a\u062e\u062f\u0645\u0647 \u0628\u0646\u0641\u0633\u064a\u060c \u0648\u0644\u0643\u0646 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0639\u0631\u0636 \u0627\u0644\u062a\u0648\u0636\u064a\u062d\u064a\u060c \u0641\u0625\u0646\u0647 \u064a\u0633\u0627\u0639\u062f \u0641\u0631\u064a\u0642 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u0625\u0639\u062f\u0627\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0625\u0646\u0634\u0627\u0621 \u0644\u0648\u062d\u0627\u062a \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0628\u0633\u0631\u0639\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u060c \u0648\u062a\u0644\u062e\u064a\u0635 \u0631\u0624\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a &#8220;Tableau Pulse&#8221; \u0644\u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0645\u0635\u0644\u062d\u0629 \u0644\u062a\u062d\u062f\u064a\u062f \u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0648\u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0628\u0633\u0647\u0648\u0644\u0629.<\/li>\n<\/ul>\n<\/li>\n<li class=\"wp-block-list-item\"><strong>\u0623\u062f\u0648\u0627\u062a \u0641\u0647\u0631\u0633\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>: \u064a\u0645\u0643\u0646 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0623\u064a\u0636\u064b\u0627 \u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0641\u064a \u0627\u0644\u062a\u063a\u0644\u0628 \u0639\u0644\u0649 \u062a\u062d\u062f\u064a \u0648\u062b\u0627\u0626\u0642 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0642\u0644\u064a\u0644\u0629 \u0623\u0648 \u0627\u0644\u0642\u062f\u064a\u0645\u0629.\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\">\u062e\u0644\u0627\u0644 \u0623\u062d\u062f \u0647\u0627\u0643\u0627\u062b\u0648\u0646 \u062f\u0627\u062e\u0644\u064a\u060c \u0623\u062a\u0630\u0643\u0631 \u0623\u0646 \u0623\u062d\u062f \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0645\u0646 \u0645\u0647\u0646\u062f\u0633\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u062f\u064a\u0646\u0627 \u0643\u0627\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 LLM \u0644\u0632\u064a\u0627\u062f\u0629 \u062a\u063a\u0637\u064a\u0629 \u0648\u062b\u0627\u0626\u0642 \u0627\u0644\u062c\u062f\u0648\u0644. \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u0642\u0631\u0627\u0621\u0629 \u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0648\u0648\u0635\u0641 \u0627\u0644\u0623\u0639\u0645\u062f\u0629 \u0648\u0641\u0642\u064b\u0627 \u0644\u0630\u0644\u0643 \u0628\u062f\u0642\u0629 \u0639\u0627\u0644\u064a\u0629 \u0641\u064a \u0645\u0639\u0638\u0645 \u0627\u0644\u062d\u0627\u0644\u0627\u062a\u060c \u0644\u0630\u0644\u0643 \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0648\u062b\u0627\u0626\u0642 \u0628\u0633\u0631\u0639\u0629 \u0645\u0639 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0635\u062d\u0629 \u0648\u0627\u0644\u062a\u0639\u062f\u064a\u0644\u0627\u062a \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629.<\/li>\n<li class=\"wp-block-list-item\">\u0648\u0628\u0627\u0644\u0645\u062b\u0644\u060c \u0639\u0646\u062f\u0645\u0627 \u064a\u0642\u0648\u0645 \u0641\u0631\u064a\u0642\u064a \u0628\u0625\u0646\u0634\u0627\u0621 \u062c\u062f\u0627\u0648\u0644 \u062c\u062f\u064a\u062f\u0629\u060c \u0628\u062f\u0623\u0646\u0627 \u0641\u064a \u0645\u0637\u0627\u0644\u0628\u0629 Cursor \u0628\u0643\u062a\u0627\u0628\u0629 \u0645\u0644\u0641\u0627\u062a YAML \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0648\u062b\u0627\u0626\u0642 \u0627\u0644\u062c\u062f\u0648\u0644 \u0644\u062a\u0648\u0641\u064a\u0631 \u0648\u0642\u062a\u0646\u0627 \u0628\u0625\u0646\u062a\u0627\u062c \u0639\u0627\u0644\u064a \u0627\u0644\u062c\u0648\u062f\u0629.<\/li>\n<li class=\"wp-block-list-item\">\u0647\u0646\u0627\u0643 \u0623\u064a\u0636\u064b\u0627 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0641\u0647\u0627\u0631\u0633 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062d\u0648\u0643\u0645\u0629 \u0627\u0644\u062a\u064a \u062a\u0645 \u062f\u0645\u062c\u0647\u0627 \u0645\u0639 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0639\u0646\u062f\u0645\u0627 \u0623\u0628\u062d\u062b \u0641\u064a Google \u0639\u0646 &#8220;\u0641\u0647\u0631\u0633 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a&#8221;\u060c \u0623\u0631\u0649 \u0634\u0639\u0627\u0631\u0627\u062a \u0623\u062f\u0648\u0627\u062a \u0641\u0647\u0631\u0633\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062b\u0644 Atlan \u0648 Alation \u0648 Collibra \u0648 Informatica \u0648\u0645\u0627 \u0625\u0644\u0649 \u0630\u0644\u0643 (\u0625\u062e\u0644\u0627\u0621 \u0627\u0644\u0645\u0633\u0624\u0648\u0644\u064a\u0629: \u0644\u0645 \u0623\u0633\u062a\u062e\u062f\u0645 \u0623\u064a\u064b\u0627 \u0645\u0646\u0647\u0627..). \u0647\u0630\u0627 \u0627\u062a\u062c\u0627\u0647 \u0635\u0646\u0627\u0639\u064a \u0648\u0627\u0636\u062d.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2 class=\"wp-block-heading\">2. \u062a\u0633\u0631\u064a\u0639 \u0648\u062a\u064a\u0631\u0629 \u0627\u0644\u0639\u0645\u0644 \u0630\u064a \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0639\u0627\u0644\u064a\u0629<\/h2>\n<p class=\"wp-block-paragraph\">\u0628\u0639\u062f \u0623\u0646 \u062a\u062d\u062f\u062b\u0646\u0627 \u0639\u0646 \u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0623\u0646 \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u0627\u0644\u062a\u062e\u0644\u0635 \u0645\u0646 \u0627\u0644\u0645\u0647\u0627\u0645 \u0645\u0646\u062e\u0641\u0636\u0629 \u0627\u0644\u0642\u064a\u0645\u0629\u060c \u062f\u0639\u0648\u0646\u0627 \u0646\u0646\u0627\u0642\u0634 \u0643\u064a\u0641 \u064a\u0645\u0643\u0646\u0647 \u062a\u0633\u0631\u064a\u0639 \u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0639\u0627\u0644\u064a\u0629. \u064a\u0634\u064a\u0631 &#8220;\u0627\u0644\u0639\u0645\u0644 \u0630\u0648 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0639\u0627\u0644\u064a\u0629&#8221; \u0647\u0646\u0627 \u0625\u0644\u0649 \u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062c\u0645\u0639 \u0628\u064a\u0646 \u0627\u0644\u062a\u0645\u064a\u0632 \u0627\u0644\u062a\u0642\u0646\u064a \u0648\u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u060c \u0648\u062a\u062d\u0642\u0642 \u062a\u0623\u062b\u064a\u0631\u064b\u0627 \u0630\u0627 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\u0627\u0644\u0645\u0639\u0631\u0636\u064a\u0646 \u0644\u062e\u0637\u0631 \u0627\u0644\u062a\u0648\u0642\u0641 \u0639\u0646 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0648\u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0641\u064a \u0645\u0628\u0627\u062f\u0631\u0627\u062a \u0645\u0646\u0639 \u0627\u0644\u062a\u0648\u0642\u0641 \u0639\u0646 \u0627\u0644\u062a\u0639\u0627\u0645\u0644. \u0644\u0646\u0642\u0627\u0631\u0646 \u0628\u064a\u0646 \u0627\u0644\u0648\u0636\u0639 \u0627\u0644\u062d\u0627\u0644\u064a \u0648\u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u064a:<\/p>\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u0648\u0636\u0639 \u0627\u0644\u062d\u0627\u0644\u064a: \u062a\u0648\u062c\u062f \u0627\u062e\u062a\u0646\u0627\u0642\u0627\u062a \u0641\u064a <a target=\"_blank\" rel=\"noopener noreferrer\" title=\"Productivity\" href=\"https:\/\/towardsdatascience.com\/tag\/productivity\/\">\u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629<\/a> \u0641\u064a \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u064a\u0648\u0645\u064a\u00a0<\/strong><\/p>\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\"><strong>\u064a\u0633\u062a\u063a\u0631\u0642 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641\u064a \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a (EDA) \u0648\u0642\u062a\u064b\u0627 \u0637\u0648\u064a\u0644\u0627\u064b<\/strong>. \u0647\u0630\u0647 \u0627\u0644\u062e\u0637\u0648\u0629 \u0636\u0631\u0648\u0631\u064a\u0629 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0641\u0647\u0645 \u0623\u0648\u0644\u064a \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0644\u0643\u0646 \u0642\u062f \u064a\u0633\u062a\u063a\u0631\u0642 \u0625\u062c\u0631\u0627\u0621 \u062c\u0645\u064a\u0639 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0623\u062d\u0627\u062f\u064a\u0629 \u0648\u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0648\u0642\u062a\u064b\u0627 \u0637\u0648\u064a\u0644\u0627\u064b.<\/li>\n<li class=\"wp-block-list-item\"><strong>\u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0636\u0627\u0626\u0639 \u0641\u064a \u0627\u0644\u062a\u0631\u0645\u064a\u0632 \u0648\u062a\u0635\u062d\u064a\u062d \u0627\u0644\u0623\u062e\u0637\u0627\u0621<\/strong>. \u0644\u0646\u0643\u0646 \u0635\u0627\u062f\u0642\u064a\u0646 &#8211; \u0644\u0627 \u0623\u062d\u062f \u064a\u0633\u062a\u0637\u064a\u0639 \u062a\u0630\u0643\u0631 \u062c\u0645\u064a\u0639 \u062a\u0631\u0643\u064a\u0628\u0627\u062a numpy \u0648 pandas \u0648\u0645\u0639\u0644\u0645\u0627\u062a \u0646\u0645\u0648\u0630\u062c sklearn. \u0646\u062d\u062a\u0627\u062c \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0625\u0644\u0649 \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0627\u0644\u0648\u062b\u0627\u0626\u0642 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u0631\u0645\u064a\u0632.<\/li>\n<li class=\"wp-block-list-item\"><strong>\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u063a\u0646\u064a\u0629 \u063a\u064a\u0631 \u0627\u0644\u0645\u0646\u0638\u0645\u0629 \u0644\u0627 \u064a\u062a\u0645 \u0627\u0633\u062a\u063a\u0644\u0627\u0644\u0647\u0627 \u0628\u0627\u0644\u0643\u0627\u0645\u0644<\/strong>. \u062a\u0648\u0644\u062f \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0635\u064a\u0629 \u0643\u0644 \u064a\u0648\u0645 \u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u0637\u0644\u0627\u0639\u0627\u062a \u0648\u062a\u0630\u0627\u0643\u0631 \u0627\u0644\u062f\u0639\u0645 \u0648\u0627\u0644\u0645\u0631\u0627\u062c\u0639\u0627\u062a. \u0648\u0644\u0643\u0646 \u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u0644\u0627\u0635 \u0631\u0624\u0649 \u0628\u0634\u0643\u0644 \u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0637\u0648\u064a\u0631 \u064a\u0638\u0644 \u062a\u062d\u062f\u064a\u064b\u0627.<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0645\u062b\u0627\u0644\u064a\u0629: \u064a\u0631\u0643\u0632 \u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0648\u0644\u064a\u0633 \u0639\u0644\u0649 \u0628\u0646\u0627\u0621 \u0627\u0644\u062c\u0645\u0644\u0629\u00a0<\/strong><\/p>\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\">\u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u062a\u0628\u062f\u0648 \u0623\u0633\u0631\u0639 \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0628\u0646\u0627\u0621 \u0627\u0644\u062c\u0645\u0644\u0629.<\/li>\n<li class=\"wp-block-list-item\">\u064a\u0642\u0636\u064a \u0627\u0644\u0645\u062d\u0644\u0644\u0648\u0646 \u0648\u0642\u062a\u064b\u0627 \u0623\u0637\u0648\u0644 \u0641\u064a \u062a\u0641\u0633\u064a\u0631 \u0627\u0644\u0646\u062a\u0627\u0626\u062c\u060c \u0648\u0648\u0642\u062a\u064b\u0627 \u0623\u0642\u0644 \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<li class=\"wp-block-list-item\">\u0644\u0645 \u062a\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0646\u0638\u0645\u0629 \u0639\u0627\u0626\u0642\u064b\u0627 \u0648\u064a\u0645\u0643\u0646 \u062a\u062d\u0644\u064a\u0644\u0647\u0627 \u0628\u0633\u0631\u0639\u0629.<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">\u0639\u0646\u062f \u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0645\u062b\u0627\u0644\u064a\u0629\u060c \u0623\u0646\u0627 \u0645\u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646 \u0644\u062f\u064a\u0643 \u0628\u0627\u0644\u0641\u0639\u0644 \u0628\u0639\u0636 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631. \u062f\u0639\u0648\u0646\u0627 \u0646\u0631\u0649 \u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0623\u0646 \u064a\u0624\u062b\u0631 \u0623\u0648 \u064a\u062d\u062f\u062b \u0641\u0631\u0642\u064b\u0627 \u0628\u0627\u0644\u0641\u0639\u0644:<\/p>\n<ol class=\"wp-block-list\">\n<li class=\"wp-block-list-item\"><strong>\u0645\u0633\u0627\u0639\u062f\u0648 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u062a\u0631\u0645\u064a\u0632 \u0648\u062a\u0635\u062d\u064a\u062d \u0627\u0644\u0623\u062e\u0637\u0627\u0621<\/strong>. \u0623\u0639\u062a\u0642\u062f \u0623\u0646 \u0647\u0630\u0627 \u0647\u0648 \u0625\u0644\u0649 \u062d\u062f \u0628\u0639\u064a\u062f \u0627\u0644\u0646\u0648\u0639 \u0627\u0644\u0623\u0643\u062b\u0631 \u0627\u0639\u062a\u0645\u0627\u062f\u064b\u0627 \u0645\u0646 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0623\u064a \u0634\u062e\u0635 \u064a\u0642\u0648\u0645 \u0628\u0627\u0644\u062a\u0631\u0645\u064a\u0632. \u0648\u0646\u062d\u0646 \u0646\u0631\u0649 \u0628\u0627\u0644\u0641\u0639\u0644 \u062a\u0643\u0631\u0627\u0631\u0647.\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\">\u0639\u0646\u062f\u0645\u0627 \u0638\u0647\u0631\u062a \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 LLM \u0645\u062b\u0644 <strong>ChatGPT<\/strong> \u0648 <strong>Claude<\/strong>\u060c \u0623\u062f\u0631\u0643 \u0627\u0644\u0645\u0647\u0646\u062f\u0633\u0648\u0646 \u0623\u0646\u0647 \u064a\u0645\u0643\u0646\u0647\u0645 \u0628\u0628\u0633\u0627\u0637\u0629 \u0637\u0631\u062d \u0623\u0633\u0626\u0644\u0629 \u0628\u0646\u0627\u0621 \u0627\u0644\u062c\u0645\u0644\u0629 \u0623\u0648 \u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u062e\u0637\u0623 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0645 \u0639\u0644\u0649 \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0628\u0625\u062c\u0627\u0628\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062f\u0642\u0629. \u0644\u0627 \u064a\u0632\u0627\u0644 \u0647\u0630\u0627 \u064a\u0645\u062b\u0644 \u0627\u0646\u0642\u0637\u0627\u0639\u064b\u0627 \u0641\u064a \u0633\u064a\u0631 \u0639\u0645\u0644 \u0627\u0644\u062a\u0631\u0645\u064a\u0632\u060c \u0648\u0644\u0643\u0646\u0647 \u0623\u0641\u0636\u0644 \u0628\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0646\u0642\u0631 \u0641\u0648\u0642 \u0639\u0634\u0631\u0627\u062a \u0639\u0644\u0627\u0645\u0627\u062a \u062a\u0628\u0648\u064a\u0628 StackOverflow &#8211; \u0648\u0647\u0630\u0627 \u064a\u0628\u062f\u0648 \u0628\u0627\u0644\u0641\u0639\u0644 \u0648\u0643\u0623\u0646\u0647 \u0627\u0644\u0642\u0631\u0646 \u0627\u0644\u0645\u0627\u0636\u064a.<\/li>\n<li class=\"wp-block-list-item\">\u0641\u064a \u0648\u0642\u062a \u0644\u0627\u062d\u0642\u060c \u0646\u0631\u0649 \u0627\u0644\u0645\u0632\u064a\u062f \u0648\u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0623\u062f\u0648\u0627\u062a \u062a\u0631\u0645\u064a\u0632 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062a\u0643\u0627\u0645\u0644\u0629 \u062a\u0638\u0647\u0631 &#8211; \u064a\u062a\u0643\u0627\u0645\u0644 <a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/github.com\/features\/copilot\"><strong>GitHub Copilot<\/strong><\/a> \u0648 <a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/www.cursor.com\/en\"><strong>Cursor<\/strong><\/a> \u0645\u0639 \u0645\u062d\u0631\u0631 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u062e\u0627\u0635 \u0628\u0643 \u0648\u064a\u0645\u0643\u0646\u0647\u0645\u0627 \u0642\u0631\u0627\u0621\u0629 \u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643 \u0644\u0627\u0642\u062a\u0631\u0627\u062d \u0625\u0643\u0645\u0627\u0644 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0628\u0634\u0643\u0644 \u0627\u0633\u062a\u0628\u0627\u0642\u064a \u0648\u062a\u0635\u062d\u064a\u062d \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u062f\u0627\u062e\u0644 IDE \u0627\u0644\u062e\u0627\u0635 \u0628\u0643.<\/li>\n<li class=\"wp-block-list-item\">\u0643\u0645\u0627 \u0630\u0643\u0631\u062a \u0628\u0625\u064a\u062c\u0627\u0632 \u0641\u064a \u0627\u0644\u0628\u062f\u0627\u064a\u0629\u060c \u0628\u062f\u0623\u062a \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062b\u0644 <a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/www.snowflake.com\/en\/product\/features\/cortex\/\"><strong>Snowflake<\/strong><\/a> \u0648 <a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/hex.tech\/product\/magic-ai\/\"><strong>Hex<\/strong><\/a> \u0623\u064a\u0636\u064b\u0627 \u0641\u064a \u062a\u0636\u0645\u064a\u0646 \u0645\u0633\u0627\u0639\u062f\u064a \u062a\u0631\u0645\u064a\u0632 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0645\u062d\u0644\u0644\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0628\u0633\u0647\u0648\u0644\u0629.<\/li>\n<\/ul>\n<\/li>\n<li class=\"wp-block-list-item\"><strong>\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641\u064a \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644<\/strong>. \u0647\u0630\u0627 \u0645\u0634\u0627\u0628\u0647 \u0625\u0644\u0649 \u062d\u062f \u0645\u0627 \u0644\u0623\u062f\u0648\u0627\u062a \u0645\u0633\u0627\u0639\u062f BI \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u062a\u064a \u0630\u0643\u0631\u062a\u0647\u0627 \u0623\u0639\u0644\u0627\u0647\u060c \u0644\u0643\u0646 \u0647\u062f\u0641\u0647\u0627 \u0623\u0643\u062b\u0631 \u0637\u0645\u0648\u062d\u064b\u0627 &#8211; \u0641\u0647\u064a \u062a\u0628\u062f\u0623 \u0628\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0648\u062a\u0647\u062f\u0641 \u0625\u0644\u0649 \u0623\u062a\u0645\u062a\u0629 \u062f\u0648\u0631\u0629 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0628\u0623\u0643\u0645\u0644\u0647\u0627 \u0644\u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641\u064a \u0648\u0623\u062d\u064a\u0627\u0646\u064b\u0627 \u062d\u062a\u0649 \u0627\u0644\u0646\u0645\u0630\u062c\u0629. \u0647\u0630\u0647 \u0647\u064a \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u0627\u0644\u0625\u0639\u0644\u0627\u0646 \u0639\u0646\u0647\u0627 \u0639\u0627\u062f\u0629\u064b \u0639\u0644\u0649 \u0623\u0646\u0647\u0627 &#8220;\u062a\u062d\u0644 \u0645\u062d\u0644 \u0645\u062d\u0644\u0644\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a&#8221; (\u0648\u0644\u0643\u0646 \u0647\u0644 \u0647\u064a \u0643\u0630\u0644\u0643\u061f).\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\"><a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/developers.googleblog.com\/en\/data-science-agent-in-colab-with-gemini\/\"><strong>Google Data Science Agent<\/strong><\/a> \u0647\u064a \u0623\u062f\u0627\u0629 \u062c\u062f\u064a\u062f\u0629 \u0645\u062b\u064a\u0631\u0629 \u0644\u0644\u0625\u0639\u062c\u0627\u0628 \u0644\u0644\u063a\u0627\u064a\u0629 \u064a\u0645\u0643\u0646\u0647\u0627 \u0625\u0646\u0634\u0627\u0621 \u062f\u0641\u062a\u0631 Jupyter Notebook \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u0628\u0645\u0637\u0627\u0644\u0628\u0629 \u0628\u0633\u064a\u0637\u0629. \u0643\u062a\u0628\u062a \u0645\u0624\u062e\u0631\u064b\u0627 <a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/towardsdatascience.com\/googles-data-science-agent-can-it-really-do-your-job\/\">\u0645\u0642\u0627\u0644\u0627\u064b<\/a> \u064a\u0648\u0636\u062d \u0645\u0627 \u064a\u0645\u0643\u0646\u0647 \u0641\u0639\u0644\u0647 \u0648\u0645\u0627 \u0644\u0627 \u064a\u0645\u0643\u0646\u0647 \u0641\u0639\u0644\u0647. \u0628\u0627\u062e\u062a\u0635\u0627\u0631\u060c \u064a\u0645\u0643\u0646\u0647 \u0628\u0633\u0631\u0639\u0629 \u0625\u0646\u0634\u0627\u0621 \u062f\u0641\u062a\u0631 Jupyter Notebook \u0645\u0646\u0638\u0645 \u062c\u064a\u062f\u064b\u0627 \u0648\u064a\u0639\u0645\u0644 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u062e\u0637\u0629 \u062a\u0646\u0641\u064a\u0630 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u062e\u0635\u064a\u0635. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0625\u0646\u0647 \u064a\u0641\u062a\u0642\u0631 \u0625\u0644\u0649 \u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u062a\u0639\u062f\u064a\u0644 \u062f\u0641\u062a\u0631 Jupyter Notebook \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0645\u062a\u0627\u0628\u0639\u0629\u060c \u0648\u0644\u0627 \u064a\u0632\u0627\u0644 \u064a\u062a\u0637\u0644\u0628 \u0634\u062e\u0635\u064b\u0627 \u0644\u062f\u064a\u0647 \u0645\u0639\u0631\u0641\u0629 \u0642\u0648\u064a\u0629 \u0628\u0639\u0644\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0645\u0631\u0627\u062c\u0639\u0629 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0648\u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u062a\u0643\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u064a\u062f\u0648\u064a\u0629\u060c \u0648\u064a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0628\u064a\u0627\u0646 \u0648\u0627\u0636\u062d \u0644\u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0646\u0638\u064a\u0641\u0629 \u0648\u0645\u0648\u062b\u0642\u0629 \u062c\u064a\u062f\u064b\u0627. \u0644\u0630\u0644\u0643\u060c \u0623\u0639\u062a\u0628\u0631\u0647 \u0623\u062f\u0627\u0629 \u0631\u0627\u0626\u0639\u0629 \u0644\u062a\u0648\u0641\u064a\u0631 \u0628\u0639\u0636 \u0627\u0644\u0648\u0642\u062a \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u0645\u0628\u062f\u0626\u064a\u0629\u060c \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u062a\u0647\u062f\u064a\u062f \u0648\u0638\u0627\u0626\u0641\u0646\u0627.<\/li>\n<li class=\"wp-block-list-item\">\u064a\u0645\u0643\u0646 \u0623\u064a\u0636\u064b\u0627 \u062a\u0635\u0646\u064a\u0641 <a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/chatgpt.com\/g\/g-HMNcP6w7d-data-analyst\"><strong>\u0623\u062f\u0627\u0629 \u0645\u062d\u0644\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a ChatGPT<\/strong><\/a> \u0636\u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644. \u064a\u0633\u0645\u062d \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0628\u062a\u062d\u0645\u064a\u0644 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0645\u0639\u0647\u0627 \u0644\u0625\u0646\u062c\u0627\u0632 \u062a\u062d\u0644\u064a\u0644\u0647\u0645 \u0648\u0625\u0646\u0634\u0627\u0621 \u062a\u0635\u0648\u0631\u0627\u062a \u0648\u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629. \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0645\u0642\u0627\u0644\u062a\u064a \u0627\u0644\u0633\u0627\u0628\u0642\u0629 \u0627\u0644\u062a\u064a \u062a\u0646\u0627\u0642\u0634 \u0642\u062f\u0631\u0627\u062a\u0647\u0627 <a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/towardsdatascience.com\/evaluating-chatgpts-data-analysis-improvements-interactive-tables-and-charts-622d3e5a3816\/\">\u0647\u0646\u0627<\/a>. \u0643\u0645\u0627 \u0623\u0646\u0647 \u064a\u0648\u0627\u062c\u0647 \u062a\u062d\u062f\u064a\u0627\u062a \u0645\u0645\u0627\u062b\u0644\u0629 \u0648\u064a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u0623\u0641\u0636\u0644 \u0643\u0645\u0633\u0627\u0639\u062f EDA \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0633\u062a\u0628\u062f\u0627\u0644 \u0645\u062d\u0644\u0644\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<\/ul>\n<\/li>\n<li class=\"wp-block-list-item\"><strong>\u0625\u0645\u0643\u0627\u0646\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0633\u0647\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631<\/strong>. LLM \u0631\u0627\u0626\u0639 \u0641\u064a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a. \u0644\u0630\u0644\u0643\u060c \u0623\u0635\u0628\u062d\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0623\u0633\u0647\u0644 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0639 LLM \u0627\u0644\u064a\u0648\u0645.\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\">\u062a\u0633\u062a\u0636\u064a\u0641 \u0634\u0631\u0643\u062a\u064a \u0647\u0627\u0643\u0627\u062b\u0648\u0646 \u062f\u0627\u062e\u0644\u064a\u064b\u0627 \u0643\u0644 \u0639\u0627\u0645. \u0623\u062a\u0630\u0643\u0631 \u0623\u0646 \u0645\u0634\u0631\u0648\u0639 \u0627\u0644\u0647\u0627\u0643\u0627\u062b\u0648\u0646 \u0627\u0644\u062e\u0627\u0635 \u0628\u064a \u0642\u0628\u0644 \u062b\u0644\u0627\u062b \u0633\u0646\u0648\u0627\u062a \u0643\u0627\u0646 \u0645\u062d\u0627\u0648\u0644\u0629 BERT \u0648\u0637\u0631\u0642 \u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0627\u0644\u0623\u062e\u0631\u0649 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0627\u0633\u062a\u0637\u0644\u0627\u0639 NPS\u060c \u0648\u0627\u0644\u062a\u064a \u0643\u0627\u0646\u062a \u0645\u0645\u062a\u0639\u0629 \u0648\u0644\u0643\u0646 \u0628\u0635\u0631\u0627\u062d\u0629 \u0643\u0627\u0646 \u0645\u0646 \u0627\u0644\u0635\u0639\u0628 \u062c\u062f\u064b\u0627 \u062c\u0639\u0644\u0647\u0627 \u062f\u0642\u064a\u0642\u0629 \u0648\u0630\u0627\u062a \u0645\u063a\u0632\u0649 \u0644\u0644\u0623\u0639\u0645\u0627\u0644. \u062b\u0645 \u0642\u0628\u0644 \u0639\u0627\u0645\u064a\u0646\u060c \u062e\u0644\u0627\u0644 \u0627\u0644\u0647\u0627\u0643\u0627\u062b\u0648\u0646\u060c \u062c\u0631\u0628\u0646\u0627 <strong>OpenAI API<\/strong> \u0644\u062a\u0635\u0646\u064a\u0641 \u0648\u062a\u0644\u062e\u064a\u0635 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0646\u0641\u0633\u0647\u0627 &#8211; \u0644\u0642\u062f \u0639\u0645\u0644\u062a \u0645\u062b\u0644 \u0627\u0644\u0633\u062d\u0631 \u062d\u064a\u062b \u064a\u0645\u0643\u0646\u0643 \u0625\u062c\u0631\u0627\u0621 \u0646\u0645\u0630\u062c\u0629 \u0645\u0648\u0636\u0648\u0639\u064a\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062f\u0642\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631 \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0643\u0644\u0647\u0627 \u0641\u064a \u0645\u0643\u0627\u0644\u0645\u0629 API \u0648\u0627\u062d\u062f\u0629 \u0641\u0642\u0637\u060c \u0648\u062a\u0646\u0627\u0633\u0628 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u062c\u064a\u062f\u064b\u0627 \u0641\u064a \u0633\u064a\u0627\u0642 \u0623\u0639\u0645\u0627\u0644\u0646\u0627 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u0637\u0627\u0644\u0628\u0629 \u0627\u0644\u0646\u0638\u0627\u0645. \u0642\u0645\u0646\u0627 \u0644\u0627\u062d\u0642\u064b\u0627 \u0628\u0628\u0646\u0627\u0621 \u062e\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u062f\u0627\u062e\u0644\u064a \u062a\u0645 \u062a\u0648\u0633\u064a\u0639\u0647 \u0628\u0633\u0647\u0648\u0644\u0629 \u0644\u064a\u0634\u0645\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0635\u064a\u0629 \u0639\u0628\u0631 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0637\u0644\u0627\u0639 \u0648\u062a\u0630\u0627\u0643\u0631 \u0627\u0644\u062f\u0639\u0645 \u0648\u0645\u0643\u0627\u0644\u0645\u0627\u062a \u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a \u0648\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0628\u062d\u062b \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0648\u0645\u0627 \u0625\u0644\u0649 \u0630\u0644\u0643\u060c \u0648\u0623\u0635\u0628\u062d \u0645\u0631\u0643\u0632 \u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u0645\u0631\u0643\u0632\u064a \u0648\u0623\u0628\u0644\u063a \u062e\u0631\u064a\u0637\u0629 \u0637\u0631\u064a\u0642 \u0645\u0646\u062a\u062c\u0627\u062a\u0646\u0627. \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0627\u0644\u0645\u0632\u064a\u062f \u0641\u064a <a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/medium.com\/brexeng\/brexs-ai-powered-engine-for-identifying-customer-insights-72aadeb62e8e\">\u0647\u0630\u0647 \u0627\u0644\u0645\u062f\u0648\u0646\u0629 \u0627\u0644\u062a\u0642\u0646\u064a\u0629<\/a>.<\/li>\n<li class=\"wp-block-list-item\">\u0647\u0646\u0627\u0643 \u0623\u064a\u0636\u064b\u0627 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0627\u0644\u062a\u064a \u062a\u0628\u0646\u064a \u0623\u062f\u0648\u0627\u062a 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\u0648\u0625\u062c\u0631\u0627\u0621 \u0645\u062d\u0627\u062f\u062b\u0627\u062a \u0644\u0625\u0646\u0634\u0627\u0621 \u0648\u0643\u0644\u0627\u0621 \u0645\u062a\u062e\u0635\u0635\u064a\u0646 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0646\u0635\u0648\u0635.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2 class=\"wp-block-heading\">\u0627\u0644\u062e\u0644\u0627\u0635\u0629<\/h2>\n<p class=\"wp-block-paragraph\">\u0645\u0646 \u0627\u0644\u0633\u0647\u0644 \u0627\u0644\u0627\u0646\u0634\u063a\u0627\u0644 \u0628\u0645\u0644\u0627\u062d\u0642\u0629 \u0623\u062d\u062f\u062b \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (AI). \u0648\u0644\u0643\u0646 \u0641\u064a \u0646\u0647\u0627\u064a\u0629 \u0627\u0644\u0645\u0637\u0627\u0641\u060c \u0627\u0644\u0623\u0647\u0645 \u0647\u0648 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[&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":3,"featured_media":3522,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[14],"tags":[],"class_list":["post-3521","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u0643\u064a\u0641 \u064a\u0639\u064a\u062f \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u064a\u0648\u0645\u064a\u0629 \u0644\u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/title>\n<meta name=\"description\" content=\"\u0641\u064a \u0645\u0642\u0627\u0644\u0627\u062a\u064a 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