{"id":4044,"date":"2025-05-13T09:00:35","date_gmt":"2025-05-13T06:00:35","guid":{"rendered":"https:\/\/www.dztecs.com\/ai\/?p=4044"},"modified":"2025-05-13T09:00:35","modified_gmt":"2025-05-13T06:00:35","slug":"building-ai-101-a-comprehensive-guide","status":"publish","type":"post","link":"https:\/\/www.dztecs.com\/ai\/building-ai-101-a-comprehensive-guide\/","title":{"rendered":"\u0628\u0646\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a 101: \u062f\u0644\u064a\u0644 \u0634\u0627\u0645\u0644 2025","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>\u0627\u0646\u0636\u0645 \u0625\u0644\u0649 \u0641\u0631\u064a\u0642\u0646\u0627 \u0627\u0644\u0645\u0643\u0648\u0646 \u0645\u0646 \u062e\u0628\u0631\u0627\u0621 <a href=\"https:\/\/www.sas.com\/en_gb\/insights\/analytics\/what-is-artificial-intelligence.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a Artificial Intelligence<\/a> \u0648\u062f\u0639\u0646\u0627 \u0646\u0633\u0627\u0639\u062f\u0643 \u0641\u064a \u0625\u0646\u0634\u0627\u0621 \u0648\u0627\u062d\u062f \u0628\u0646\u0641\u0633\u0643.<\/p>\n<p>\u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u060c \u064a\u0645\u0643\u0646\u0643 \u0628\u0646\u0627\u0621 \u0646\u0638\u0627\u0645 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a AI.<\/p>\n<p>\u0647\u064a\u0627 \u0628\u0646\u0627 \u0646\u062a\u0639\u0645\u0642 \u0641\u064a \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644.<\/p>\n<h2 class=\"wp-block-heading\">\u0643\u064a\u0641 \u062a\u0628\u062f\u0623 \u0628\u0646\u0627\u0621 \u0646\u0638\u0627\u0645 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/h2>\n<p><strong>\u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0628\u062f\u0621 \u0641\u064a \u0628\u0646\u0627\u0621 \u0646\u0638\u0627\u0645 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0647\u062f\u0641\u060c \u0648\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629\u060c \u062b\u0645 \u0628\u0646\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c. \u0642\u0645 \u0628\u062a\u062f\u0631\u064a\u0628\u0647 \u0644\u064a\u0646\u0627\u0633\u0628 \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a\u0643\u060c \u062b\u0645 \u0627\u0628\u062f\u0623 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0648\u0631\u0627\u0642\u0628\u0647 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631.<\/strong><\/p>\n<p>\u0628\u0627\u062e\u062a\u0635\u0627\u0631\u060c \u0647\u0630\u0627 \u0643\u0644 \u0645\u0627 \u062a\u062d\u062a\u0627\u062c \u0645\u0639\u0631\u0641\u062a\u0647 \u0644\u0625\u0646\u0634\u0627\u0621 \u0646\u0638\u0627\u0645 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u0639\u0627\u0644.<\/p>\n<p>\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0634\u0631\u062d \u062a\u0641\u0635\u064a\u0644\u064a \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629 \u0644\u0639\u0645\u0644\u064a\u0629 \u0628\u0646\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/p>\n<h3 class=\"wp-block-heading\">1. \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u063a\u0631\u0636 \u0645\u0646 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/h3>\n<p>\u062a\u062a\u0645\u062b\u0644 \u0645\u0647\u0645\u062a\u0643 \u0627\u0644\u0623\u0648\u0644\u0649 \u0641\u064a \u062a\u0648\u0636\u064a\u062d \u0633\u0628\u0628 \u062a\u0637\u0648\u064a\u0631\u0643 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u062d\u064a\u062b \u0633\u064a\u0648\u062c\u0647 \u0647\u0630\u0627 \u0627\u0644\u0642\u0631\u0627\u0631 \u062c\u0645\u064a\u0639 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u062e\u0630\u0647\u0627 \u0644\u0627\u062d\u0642\u064b\u0627. \u064a\u0639\u062a\u0628\u0631 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u063a\u0631\u0636 \u062e\u0637\u0648\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0636\u0645\u0627\u0646 \u062a\u0648\u0627\u0641\u0642 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0639 \u0623\u0647\u062f\u0627\u0641\u0643 \u0627\u0644\u0645\u062d\u062f\u062f\u0629.<\/p>\n<ul>\n<li><strong>\u0645\u0633\u0627\u0639\u062f \u0634\u062e\u0635\u064a<\/strong>: \u0645\u0633\u0627\u0639\u062f \u0634\u0628\u064a\u0647 \u0628\u0640 Siri \u0623\u0648 Alexa\u060c \u064a\u0647\u062f\u0641 \u0625\u0644\u0649 \u062a\u0633\u0647\u064a\u0644 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u064a\u0648\u0645\u064a\u0629 \u0648\u062a\u0642\u062f\u064a\u0645 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0628\u0633\u0631\u0639\u0629.<\/li>\n<li><strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>: \u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629\u060c \u0648\u0627\u0633\u062a\u062e\u0644\u0627\u0635 \u0631\u0624\u0649 \u0642\u064a\u0645\u0629 \u0644\u062f\u0639\u0645 \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a.<\/li>\n<li><strong>\u0627\u0644\u0623\u0644\u0639\u0627\u0628<\/strong>: \u062e\u0635\u0648\u0645 \u0641\u064a \u0623\u0644\u0639\u0627\u0628 \u0627\u0644\u0641\u064a\u062f\u064a\u0648\u060c \u064a\u062a\u0645\u062a\u0639\u0648\u0646 \u0628\u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u062a\u0642\u062f\u0645 \u0644\u062a\u0642\u062f\u064a\u0645 \u062a\u062c\u0631\u0628\u0629 \u0644\u0639\u0628 \u062a\u062d\u062f\u064a\u064b\u0627 \u0648\u0645\u0645\u062a\u0639\u0629.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">2. \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/h3>\n<p>\u064a\u064f\u0639\u062f \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u0623\u0645\u0631\u064b\u0627 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629\u060c \u062d\u064a\u062b \u062a\u0645\u062b\u0644 \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0644\u0628\u0646\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0645\u0634\u0631\u0648\u0639 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062e\u0627\u0635 \u0628\u0643. \u0625\u0646 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0635\u062d\u064a\u062d\u0629 \u064a\u0636\u0645\u0646 \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0628\u0643\u0641\u0627\u0621\u0629 \u0648\u0641\u0639\u0627\u0644\u064a\u0629\u060c \u0648\u064a\u0633\u0627\u0639\u062f \u0641\u064a \u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u0623\u0647\u062f\u0627\u0641 \u0627\u0644\u0645\u0631\u062c\u0648\u0629 \u0645\u0646 \u0627\u0644\u0645\u0634\u0631\u0648\u0639.<\/p>\n<p><strong><img decoding=\"async\" class=\"aligncenter size-full wp-image-4045\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/Python-Tool-to-help-you-build-an-AI-1024x576-1-e1747115876938.webp\" alt=\"\" width=\"1024\" height=\"502\" srcset=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/Python-Tool-to-help-you-build-an-AI-1024x576-1-e1747115876938.webp 1024w, https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/Python-Tool-to-help-you-build-an-AI-1024x576-1-e1747115876938-300x147.webp 300w, https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/Python-Tool-to-help-you-build-an-AI-1024x576-1-e1747115876938-768x377.webp 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/strong><\/p>\n<ul>\n<li><strong>\u0644\u063a\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629<\/strong>: \u062a\u0639\u062a\u0628\u0631 Python \u0644\u063a\u0629 \u0628\u0631\u0645\u062c\u0629 \u0634\u0627\u0626\u0639\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0646\u0638\u0631\u064b\u0627 \u0644\u0628\u0633\u0627\u0637\u062a\u0647\u0627 \u0648\u0645\u0643\u062a\u0628\u0627\u062a\u0647\u0627 \u0627\u0644\u063a\u0646\u064a\u0629.<\/li>\n<li><strong>\u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a<\/strong>: TensorFlow \u0648 PyTorch \u0647\u0645\u0627 \u0645\u0646 \u0628\u064a\u0646 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a \u062a\u0637\u0648\u064a\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/li>\n<li><strong>\u0628\u064a\u0626\u0629 \u0627\u0644\u062a\u0637\u0648\u064a\u0631<\/strong>: \u064a\u064f\u0639\u062f Jupyter Notebook \u0628\u064a\u0626\u0629 \u0645\u0645\u062a\u0627\u0632\u0629 \u0644\u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0648\u062a\u062c\u0631\u0628\u062a\u0647\u0627\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u064f\u0633\u062a\u062e\u062f\u0645 GitHub \u0644\u0625\u062f\u0627\u0631\u0629 \u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0627\u0644\u0643\u0648\u062f \u0648\u0627\u0644\u062a\u0639\u0627\u0648\u0646 \u0628\u064a\u0646 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3 class=\"wp-block-heading\">3. \u062a\u0639\u0644\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a<\/h3>\n<p>\u0627\u0643\u062a\u0633\u0628 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0628\u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0648\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u0633\u062a\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u062e\u0644\u0627\u0644 \u0627\u0644\u0645\u0634\u0631\u0648\u0639. \u064a\u0639\u062f \u0641\u0647\u0645 \u0647\u0630\u0647 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0623\u0645\u0631\u064b\u0627 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u062a\u062d\u0642\u064a\u0642 \u0623\u0642\u0635\u0649 \u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/p>\n<p><strong><img decoding=\"async\" class=\"aligncenter size-full wp-image-4046\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/Background-skills-to-use-AI-1024x640-1-e1747115887381.jpg\" alt=\"\" width=\"1024\" height=\"565\" srcset=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/Background-skills-to-use-AI-1024x640-1-e1747115887381.jpg 1024w, https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/Background-skills-to-use-AI-1024x640-1-e1747115887381-300x166.jpg 300w, https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/Background-skills-to-use-AI-1024x640-1-e1747115887381-768x424.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/strong><\/p>\n<ul>\n<li><strong>\u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Structures)<\/strong>: \u0627\u0644\u0645\u0635\u0641\u0648\u0641\u0627\u062a (Arrays)\u060c \u0627\u0644\u0642\u0648\u0627\u0626\u0645 (Lists)<\/li>\n<li><strong>\u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a (Algorithms)<\/strong>: \u0641\u0647\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 (Machine Learning algorithms)<\/li>\n<li><strong>\u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a (Math)<\/strong>: \u0627\u0644\u0625\u062d\u0635\u0627\u0621 \u0648\u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a (Statistics and Probability)<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3 class=\"wp-block-heading\">4. \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a: \u062c\u0645\u0639 \u0648\u062a\u0646\u0642\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/h3>\n<p>\u062a\u064f\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0635\u0628 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0644\u0630\u0627 \u0641\u0625\u0646 \u062c\u0645\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062c\u0648\u062f\u0629 \u062e\u0637\u0648\u0629 \u062d\u064a\u0648\u064a\u0629. \u062a\u062a\u0636\u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u062a\u062d\u062f\u064a\u062f \u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u0648\u062a\u0646\u0638\u064a\u0641\u0647\u0627 \u0644\u0636\u0645\u0627\u0646 \u062f\u0642\u0629 \u0648\u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0627\u0644\u0646\u062a\u0627\u0626\u062c.<\/p>\n<p><strong><img decoding=\"async\" class=\"aligncenter size-full wp-image-4047\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/Data-preparation-for-using-AI-1024x640-1-e1747115897294.jpg\" alt=\"\" width=\"1024\" height=\"567\" srcset=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/Data-preparation-for-using-AI-1024x640-1-e1747115897294.jpg 1024w, https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/Data-preparation-for-using-AI-1024x640-1-e1747115897294-300x166.jpg 300w, https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/Data-preparation-for-using-AI-1024x640-1-e1747115897294-768x425.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/strong><\/p>\n<ul>\n<li><strong>\u0627\u0644\u0643\u0634\u0637 (Scraping)<\/strong>: \u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u0648\u064a\u0628\u060c \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (APIs)<\/li>\n<li><strong>\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0627\u0645\u0629 (Public Datasets)<\/strong>: Kaggle\u060c UCI Repository<\/li>\n<li><strong>\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 (Own Data)<\/strong>: \u0627\u0644\u0627\u0633\u062a\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0627\u0633\u062a\u0634\u0639\u0627\u0631<\/li>\n<\/ul>\n<p>\u0646\u0627\u062f\u0631\u0627\u064b \u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062c\u0645\u0639\u0647\u0627 \u062c\u0627\u0647\u0632\u0629 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0641\u0648\u0631\u064a.<\/p>\n<p>\u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0627 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062a\u0646\u0638\u064a\u0641 \u0648\u062a\u062d\u0648\u064a\u0644:<\/p>\n<ul>\n<li><strong>\u0627\u0644\u062a\u0646\u0638\u064a\u0641 (Cleaning)<\/strong>: \u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0641\u064a\u062f\u0629<\/li>\n<li><strong>\u0627\u0644\u062a\u0637\u0628\u064a\u0639 (Normalization)<\/strong>: \u062a\u063a\u064a\u064a\u0631 \u0645\u0642\u064a\u0627\u0633 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/li>\n<li><strong>\u0627\u0644\u062a\u0642\u0633\u064a\u0645 (Splitting)<\/strong>: \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">6. \u0628\u0646\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c: \u062c\u0648\u0647\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/h3>\n<p>\u0647\u0646\u0627 \u064a\u0643\u0645\u0646 \u062c\u0648\u0647\u0631 \u0627\u0644\u0639\u0645\u0644\u064a\u0629. \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629\u060c \u064a\u062a\u0645 \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u062d\u0648\u064a\u0644\u0647\u0627 \u0625\u0644\u0649 \u0646\u0645\u0648\u0630\u062c \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u0639\u0627\u0644. \u0647\u0630\u0647 \u0647\u064a \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062a\u064a \u064a\u062a\u062d\u0642\u0642 \u0641\u064a\u0647\u0627 \u0627\u0644\u0633\u062d\u0631 \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0644\u0640 <mark>\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/mark>.<\/p>\n<p><strong><img decoding=\"async\" class=\"aligncenter size-full wp-image-4048\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/Creating-a-relevant-AI-1024x640-1-e1747115908193.jpg\" alt=\"\" width=\"1024\" height=\"565\" srcset=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/Creating-a-relevant-AI-1024x640-1-e1747115908193.jpg 1024w, https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/Creating-a-relevant-AI-1024x640-1-e1747115908193-300x166.jpg 300w, https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/Creating-a-relevant-AI-1024x640-1-e1747115908193-768x424.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/strong><\/p>\n<ul>\n<li><strong>Supervised Learning (\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641)<\/strong>: \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0635\u0646\u0641\u0629<\/li>\n<li><strong>Unsupervised Learning (\u0627\u0644\u062a\u0639\u0644\u0645 \u063a\u064a\u0631 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641)<\/strong>: \u062a\u062c\u0645\u064a\u0639\u060c \u062a\u0631\u0627\u0628\u0637<\/li>\n<li><strong>Reinforcement Learning (\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632)<\/strong>: \u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0645\u0643\u0627\u0641\u0622\u062a<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">7. \u062a\u062f\u0631\u064a\u0628 \u0648\u0627\u062e\u062a\u0628\u0627\u0631 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/h3>\n<p>\u062d\u0627\u0646 \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0622\u0646 \u0644\u062a\u0641\u0639\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062e\u0627\u0635 \u0628\u0643 \u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u063a\u0630\u064a\u062a\u0647 \u0628\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0642\u064a\u064a\u0645 \u0623\u062f\u0627\u0626\u0647. \u062a\u0639\u062a\u0628\u0631 \u0647\u0630\u0647 \u0627\u0644\u062e\u0637\u0648\u0629 \u062d\u0627\u0633\u0645\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0641\u0639\u0627\u0644\u064a\u062a\u0647.<\/p>\n<p><strong><img decoding=\"async\" class=\"aligncenter size-full wp-image-4049\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/OpenAI-How-To-Create-A-ChatGPT-API-Key-1024x576-1-e1747115918337.webp\" alt=\"\" width=\"1024\" height=\"498\" srcset=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/OpenAI-How-To-Create-A-ChatGPT-API-Key-1024x576-1-e1747115918337.webp 1024w, https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/OpenAI-How-To-Create-A-ChatGPT-API-Key-1024x576-1-e1747115918337-300x146.webp 300w, https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/OpenAI-How-To-Create-A-ChatGPT-API-Key-1024x576-1-e1747115918337-768x374.webp 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/strong><\/p>\n<ul>\n<li><strong>API:<\/strong> \u0633\u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 <a href=\"https:\/\/www.dztecs.com\/ai\/top-10-ai-apps-a-carefully-selected-list\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 API \u0645\u062b\u0644 API \u0627\u0644\u062e\u0627\u0635 \u0628\u0640 OpenAI<\/a> \u0644\u0647\u0630\u0627 \u0627\u0644\u063a\u0631\u0636.<\/li>\n<li><strong>\u0627\u0644\u062a\u062f\u0631\u064a\u0628 (Training)<\/strong>: \u062a\u063a\u0630\u064a\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<li><strong>\u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 (Testing)<\/strong>: \u062a\u0642\u064a\u064a\u0645 \u062f\u0642\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/li>\n<li><strong>\u0627\u0644\u062a\u062d\u0633\u064a\u0646 (Tune)<\/strong>: \u0625\u062c\u0631\u0627\u0621 \u062a\u0639\u062f\u064a\u0644\u0627\u062a \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0646\u062a\u0627\u0626\u062c.<\/li>\n<\/ul>\n<p><strong>\u0627\u0642\u0631\u0623 \u0623\u064a\u0636\u0627\u064b:<\/strong> <a href=\"https:\/\/www.dztecs.com\/ai\/chatgpt-vs-google-chrome-everything-you-need-to-know-2025\/\" target=\"_blank\" rel=\"noreferrer noopener\"><em>\u0643\u064a\u0641\u064a\u0629 \u062a\u062f\u0631\u064a\u0628 ChatGPT<\/em><\/a><\/p>\n<h3 class=\"wp-block-heading\">8. \u0625\u0637\u0644\u0627\u0642 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u0644\u0639\u0645\u0644 \u0627\u0644\u0641\u0639\u0644\u064a<\/h3>\n<p>\u0628\u0639\u062f \u0627\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u0645\u062a\u0627\u0632 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062e\u0627\u0635 \u0628\u0643\u060c \u0642\u0645 \u0628\u0646\u0634\u0631\u0647 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a. \u064a\u0639\u062a\u0628\u0631 \u0625\u0637\u0644\u0627\u0642 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u062e\u0637\u0648\u0629 \u062d\u0627\u0633\u0645\u0629 \u0641\u064a \u0645\u0634\u0627\u0631\u064a\u0639 \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629.<\/p>\n<ul>\n<li><strong>\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0648\u064a\u0628<\/strong>: Flask\u060c Django (\u0627\u0633\u062a\u062e\u062f\u0645 \u0623\u0637\u0631 \u0639\u0645\u0644 \u0645\u062b\u0644 Flask \u0623\u0648 Django \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0648\u064a\u0628)<\/li>\n<li><strong>\u0627\u0644\u0647\u0627\u062a\u0641 \u0627\u0644\u0645\u062d\u0645\u0648\u0644<\/strong>: Android\u060c iOS (\u064a\u0645\u0643\u0646 \u0646\u0634\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0623\u0646\u0638\u0645\u0629 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0647\u0648\u0627\u062a\u0641 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0645\u062b\u0644 Android \u0648 iOS)<\/li>\n<li><strong>\u0633\u0637\u062d \u0627\u0644\u0645\u0643\u062a\u0628<\/strong>: \u0628\u0631\u0627\u0645\u062c \u0645\u0633\u062a\u0642\u0644\u0629 (\u064a\u0645\u0643\u0646 \u0623\u064a\u0636\u064b\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0643\u0628\u0631\u0646\u0627\u0645\u062c \u0645\u0633\u062a\u0642\u0644 \u0639\u0644\u0649 \u0633\u0637\u062d \u0627\u0644\u0645\u0643\u062a\u0628)<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3 class=\"wp-block-heading\">9. \u0627\u0644\u0623\u062f\u0627\u0621<\/h3>\n<p>\u0645\u0647\u0645\u062a\u0643 \u0644\u0627 \u062a\u0646\u062a\u0647\u064a \u0639\u0646\u062f \u0646\u0634\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/p>\n<p><strong>\u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0641\u0639\u0627\u0644\u064a\u062a\u0647<\/strong> \u064a\u062a\u0637\u0644\u0628 \u062c\u0647\u062f\u064b\u0627 \u0645\u0633\u062a\u0645\u0631\u064b\u0627.<\/p>\n<ul>\n<li><strong>\u062d\u0644\u0642\u0629 \u0627\u0644\u062a\u063a\u0630\u064a\u0629 \u0627\u0644\u0631\u0627\u062c\u0639\u0629<\/strong>: \u0644\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u060c \u064a\u062c\u0628 \u062a\u0641\u0639\u064a\u0644 \u0622\u0644\u064a\u0627\u062a \u062c\u0645\u0639 \u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627 \u0628\u0634\u0643\u0644 \u062f\u0648\u0631\u064a.<\/li>\n<li><strong>\u0627\u0644\u062a\u062d\u062f\u064a\u062b\u0627\u062a<\/strong>: \u062d\u0627\u0641\u0638 \u0639\u0644\u0649 \u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0646\u0638\u0627\u0645. \u062a\u062d\u062f\u064a\u062b \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0628\u0627\u0646\u062a\u0638\u0627\u0645 \u0644\u0636\u0645\u0627\u0646 \u0645\u0648\u0627\u0643\u0628\u0629 \u0623\u062d\u062f\u062b \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/li>\n<li><strong>\u0627\u0644\u062a\u0648\u0633\u0639<\/strong>: \u0627\u0644\u062a\u0643\u064a\u0641 \u0645\u0639 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0644\u0645\u062a\u0632\u0627\u064a\u062f\u0629. \u064a\u062c\u0628 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0627\u0644\u0646\u0638\u0627\u0645 \u0642\u0627\u0628\u0644\u0627\u064b \u0644\u0644\u062a\u0637\u0648\u064a\u0631 \u0628\u0633\u0647\u0648\u0644\u0629 \u0644\u0627\u0633\u062a\u064a\u0639\u0627\u0628 \u0643\u0645\u064a\u0627\u062a \u0623\u0643\u0628\u0631 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0632\u064a\u0627\u062f\u0629 \u0639\u062f\u062f \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646.<\/li>\n<\/ul>\n<p>\u0631\u0627\u0642\u0628 \u0646\u0638\u0627\u0645\u0643 \u0648\u062d\u0627\u0641\u0638 \u0639\u0644\u0649 \u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0645\u0644\u0627\u0621\u0645\u062a\u0647 \u0637\u0648\u0627\u0644 \u0627\u0644\u0648\u0642\u062a \u0644\u0636\u0645\u0627\u0646 \u062a\u062d\u0642\u064a\u0642 \u0623\u0642\u0635\u0649 \u0642\u062f\u0631 \u0645\u0646 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0648\u0627\u0644\u0641\u0639\u0627\u0644\u064a\u0629.<\/p>\n<p>&nbsp;<\/p>\n<h2 class=\"wp-block-heading\">\u0627\u0644\u062e\u0644\u0627\u0635\u0629<\/h2>\n<p>\u0625\u0644\u064a\u0643 \u0625\u0630\u0627\u064b \u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0623\u0643\u062b\u0631 \u0634\u0645\u0648\u0644\u0627\u064b \u0644\u0628\u0646\u0627\u0621 \u0646\u0638\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062e\u0627\u0635 \u0628\u0643.<\/p>\n<p>\u062a\u0639\u0644\u0645 \u0643\u064a\u0641 \u062a\u0635\u0628\u062d \u0623\u0643\u062b\u0631 \u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0645\u0639 <a href=\"https:\/\/www.dztecs.com\/ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u0623\u062f\u0644\u062a\u0646\u0627 \u062d\u0648\u0644 \u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/a><\/p>\n<p><em>\u0634\u0643\u0631\u0627\u064b \u0644\u0642\u0631\u0627\u0621\u062a\u0643\u060c<\/em><\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u0627\u0646\u0636\u0645 \u0625\u0644\u0649 \u0641\u0631\u064a\u0642\u0646\u0627 \u0627\u0644\u0645\u0643\u0648\u0646 \u0645\u0646 \u062e\u0628\u0631\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a Artificial Intelligence \u0648\u062f\u0639\u0646\u0627 \u0646\u0633\u0627\u0639\u062f\u0643 \u0641\u064a \u0625\u0646\u0634\u0627\u0621 \u0648\u0627\u062d\u062f \u0628\u0646\u0641\u0633\u0643. \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u060c \u064a\u0645\u0643\u0646\u0643 \u0628\u0646\u0627\u0621 \u0646\u0638\u0627\u0645 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a AI. \u0647\u064a\u0627 \u0628\u0646\u0627 \u0646\u062a\u0639\u0645\u0642 \u0641\u064a \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644. \u0643\u064a\u0641 \u062a\u0628\u062f\u0623 \u0628\u0646\u0627\u0621 \u0646\u0638\u0627\u0645 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0628\u062f\u0621 \u0641\u064a \u0628\u0646\u0627\u0621 \u0646\u0638\u0627\u0645 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0647\u062f\u0641\u060c \u0648\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629\u060c \u062b\u0645 \u0628\u0646\u0627\u0621 [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":3,"featured_media":4046,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[14],"tags":[],"class_list":["post-4044","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>\u0628\u0646\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a 101: \u062f\u0644\u064a\u0644 \u0634\u0627\u0645\u0644 2025<\/title>\n<meta name=\"description\" content=\"\u0627\u0646\u0636\u0645 \u0625\u0644\u0649 \u0641\u0631\u064a\u0642\u0646\u0627 \u0627\u0644\u0645\u0643\u0648\u0646 \u0645\u0646 \u062e\u0628\u0631\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 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