{"id":370346,"date":"2025-09-28T04:10:13","date_gmt":"2025-09-28T02:10:13","guid":{"rendered":"https:\/\/ypsilon.dev\/ar\/blog\/%d9%85%d8%a7-%d9%87%d9%88-%d8%a3%d9%81%d8%b6%d9%84-%d9%85%d9%88%d9%82%d8%b9-%d9%85%d8%ac%d8%a7%d9%86%d9%8a-%d9%84%d9%84%d8%b0%d9%83%d8%a7%d8%a1-%d8%a7%d9%84%d8%a7%d8%b5%d8%b7%d9%86%d8%a7%d8%b9%d9%8a-2\/"},"modified":"2025-09-28T04:10:13","modified_gmt":"2025-09-28T02:10:13","slug":"%d9%85%d8%a7-%d9%87%d9%88-%d8%a3%d9%81%d8%b6%d9%84-%d9%85%d9%88%d9%82%d8%b9-%d9%85%d8%ac%d8%a7%d9%86%d9%8a-%d9%84%d9%84%d8%b0%d9%83%d8%a7%d8%a1-%d8%a7%d9%84%d8%a7%d8%b5%d8%b7%d9%86%d8%a7%d8%b9%d9%8a-2","status":"publish","type":"post","link":"https:\/\/ypsilon.dev\/ar\/%d9%85%d8%a7-%d9%87%d9%88-%d8%a3%d9%81%d8%b6%d9%84-%d9%85%d9%88%d9%82%d8%b9-%d9%85%d8%ac%d8%a7%d9%86%d9%8a-%d9%84%d9%84%d8%b0%d9%83%d8%a7%d8%a1-%d8%a7%d9%84%d8%a7%d8%b5%d8%b7%d9%86%d8%a7%d8%b9%d9%8a-2\/","title":{"rendered":"\u0645\u0627 \u0647\u0648 \u0623\u0641\u0636\u0644 \u0645\u0648\u0642\u0639 \u0645\u062c\u0627\u0646\u064a \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u061f"},"content":{"rendered":"<h2>\u0645\u0627 \u0647\u0648 \u0623\u0641\u0636\u0644 \u0645\u0648\u0642\u0639 \u0645\u062c\u0627\u0646\u064a \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u061f<\/h2>\n<p>\u0645\u0639 \u062a\u0632\u0627\u064a\u062f \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0623\u0635\u0628\u062d\u062a **\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a** \u0645\u062a\u0627\u062d\u0629 \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062c\u0645\u0647\u0648\u0631 \u0627\u0644\u0639\u0627\u0645. \u0644\u0643\u0646 \u0627\u0644\u0633\u0624\u0627\u0644 \u0627\u0644\u0630\u064a \u064a\u0637\u0631\u062d \u0646\u0641\u0633\u0647 \u0647\u0648: \u0645\u0627 \u0647\u0648 \u0623\u0641\u0636\u0644 \u0645\u0648\u0642\u0639 \u0645\u062c\u0627\u0646\u064a \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u061f \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u0642\u0627\u0644\u060c \u0633\u0646\u0642\u0648\u0645 \u0628\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0639\u062f\u0629 \u062e\u064a\u0627\u0631\u0627\u062a \u0645\u062a\u0627\u062d\u0629 \u062a\u062a\u064a\u062d \u0644\u0643 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u062a\u0637\u0648\u0631\u0629 \u0628\u062f\u0648\u0646 \u0623\u064a \u062a\u0643\u0644\u0641\u0629.<\/p>\n<h3>\u0623\u0647\u0645\u064a\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u062d\u064a\u0627\u062a\u0646\u0627 \u0627\u0644\u064a\u0648\u0645\u064a\u0629<\/h3>\n<p>\u064a\u0639\u062a\u0628\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062c\u0632\u0621\u064b\u0627 \u0644\u0627 \u064a\u062a\u062c\u0632\u0623 \u0645\u0646 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u0646\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u064a\u0648\u0645\u064a\u064b\u0627. \u0645\u0646 \u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0625\u0644\u0649 \u0627\u0644\u0645\u0633\u0627\u0639\u062f\u064a\u0646 \u0627\u0644\u0634\u062e\u0635\u064a\u064a\u0646\u060c \u064a\u062a\u0648\u0627\u062c\u062f \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0643\u0644 \u062c\u0627\u0646\u0628 \u0645\u0646 \u062c\u0648\u0627\u0646\u0628 \u062d\u064a\u0627\u062a\u0646\u0627. \u0644\u0630\u0627\u060c \u0641\u0625\u0646\u0647 \u0645\u0646 \u0627\u0644\u0645\u0647\u0645 \u0645\u0639\u0631\u0641\u0629 \u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0628\u0634\u0643\u0644 \u0645\u062c\u0627\u0646\u064a. \u0625\u0630\u0627 \u0643\u0646\u062a \u0645\u0647\u062a\u0645\u064b\u0627 \u0628\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0645\u0632\u064a\u062f \u0639\u0646 \u062a\u0627\u0631\u064a\u062e **\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a**\u060c \u064a\u0645\u0643\u0646\u0643 \u0632\u064a\u0627\u0631\u0629 [\u0648\u064a\u0643\u064a\u0628\u064a\u062f\u064a\u0627](https:\/\/ar.wikipedia.org\/wiki\/%D8%B0%D9%83%D8%A7%D8%A1_%D8%A7%D8%B5%D8%B7%D9%86%D8%A7%D8%B9%D9%8A).<\/p>\n<h3>\u0623\u0641\u0636\u0644 \u0627\u0644\u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/h3>\n<h4>1. \u062c\u0648\u062c\u0644 \u0643\u0648\u0644\u0627\u0628 (Google Colab)<\/h4>\n<p>\u064a\u062a\u064a\u062d \u0644\u0643 **\u062c\u0648\u062c\u0644 \u0643\u0648\u0644\u0627\u0628** \u0625\u0646\u0634\u0627\u0621 \u0648\u0645\u0634\u0627\u0631\u0643\u0629 \u0645\u0633\u062a\u0646\u062f\u0627\u062a **\u0628\u0627\u064a\u062b\u0648\u0646** \u0645\u0639 \u0627\u0644\u0622\u062e\u0631\u064a\u0646. \u064a\u0648\u0641\u0631 \u0628\u064a\u0626\u0629 \u0645\u0637\u0648\u0631\u0629 \u0648\u0628\u0633\u064a\u0637\u0629 \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0644\u062a\u0646\u0632\u064a\u0644 \u0623\u064a \u0628\u0631\u0627\u0645\u062c. \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0630\u0644\u0643\u060c \u064a\u0648\u0641\u0631 \u0647\u0630\u0627 \u0627\u0644\u0646\u0638\u0627\u0645 \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0645\u0648\u0627\u0631\u062f **GPU** \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0644\u062a\u0633\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0639\u0644\u0649 \u0627\u0644\u0646\u0645\u0627\u0630\u062c. \u0644\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a\u060c \u064a\u0645\u0643\u0646\u0643 \u0632\u064a\u0627\u0631\u0629 [\u062c\u0648\u062c\u0644 \u0643\u0648\u0644\u0627\u0628](https:\/\/colab.research.google.com).<\/p>\n<h4>2. \u0643\u0627\u062c\u0644 (Kaggle)<\/h4>\n<p>\u062a\u0639\u062a\u0628\u0631 \u0645\u0646\u0635\u0629 **\u0643\u0627\u062c\u0644** \u0645\u0631\u0643\u0632\u064b\u0627 \u0634\u0647\u064a\u0631\u064b\u0627 \u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0641\u0647\u064a \u062a\u0648\u0641\u0631 \u0645\u062c\u0645\u0648\u0639\u0629 \u0643\u0628\u064a\u0631\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a\u0629. \u064a\u0645\u0643\u0646\u0643 \u0623\u064a\u0636\u064b\u0627 \u0627\u0644\u0627\u0646\u0636\u0645\u0627\u0645 \u0625\u0644\u0649 \u0645\u0633\u0627\u0628\u0642\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u062a\u062d\u062f\u064a\u0627\u062a \u0644\u062a\u0637\u0648\u064a\u0631 \u0645\u0647\u0627\u0631\u0627\u062a\u0643. \u064a\u0642\u062f\u0645 [\u0643\u0627\u062c\u0644](https:\/\/www.kaggle.com) \u0623\u064a\u0636\u064b\u0627 \u0623\u062f\u0648\u0627\u062a \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0627\u062a \u0628\u0634\u0643\u0644 \u0645\u062c\u0627\u0646\u064a.<\/p>\n<h4>3. \u0647\u0648\u0628\u064a (Hugging Face)<\/h4>\n<p>\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0631\u063a\u0628 \u0641\u064a \u0627\u0644\u0639\u0645\u0644 \u0639\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629\u060c \u0641\u0625\u0646 **\u0647\u0648\u0628\u064a** \u064a\u0639\u062f \u062e\u064a\u0627\u0631\u064b\u0627 \u0645\u0645\u062a\u0627\u0632\u064b\u0627. \u062a\u0648\u0641\u0631 \u0647\u0630\u0647 \u0627\u0644\u0645\u0646\u0635\u0629 \u0645\u0643\u062a\u0628\u0629 \u0636\u062e\u0645\u0629 \u0645\u0646 \u0646\u0645\u0627\u0630\u062c **NLP**\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0648\u0627\u062c\u0647\u0629 \u0645\u0633\u062a\u062e\u062f\u0645 \u0633\u0647\u0644\u0629 \u0644\u0644\u063a\u0627\u064a\u0629. \u062a\u0633\u062a\u0637\u064a\u0639 \u0627\u0644\u0628\u062f\u0621 \u0628\u0633\u0647\u0648\u0644\u0629 \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0627\u0644\u0645\u062a\u0627\u062d\u0629. \u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644\u060c \u062a\u0635\u0641\u062d [\u0647\u0648\u0628\u064a](https:\/\/huggingface.co).<\/p>\n<h4>4. \u0623\u0648\u0628\u0646 \u0623\u064a \u0622\u064a (OpenAI)<\/h4>\n<p>\u0623\u062d\u062f \u0623\u0628\u0631\u0632 \u0627\u0644\u0623\u0633\u0645\u0627\u0621 \u0641\u064a \u0645\u062c\u0627\u0644 **\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a** \u0647\u0648 **\u0623\u0648\u0628\u0646 \u0623\u064a \u0622\u064a**\u060c 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