{"id":9388,"date":"2025-08-30T17:49:24","date_gmt":"2025-08-30T14:49:24","guid":{"rendered":"https:\/\/ksbana.com\/blog\/?p=9388"},"modified":"2026-01-03T17:21:46","modified_gmt":"2026-01-03T15:21:46","slug":"learning-ai","status":"publish","type":"post","link":"https:\/\/ksbana.com\/blog\/learning-ai\/","title":{"rendered":"\u062f\u0644\u064a\u0644 \u0627\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0627\u0644\u0634\u0627\u0645\u0644 \u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629"},"content":{"rendered":"<p><span style=\"font-weight: 400\">\u0623\u0635\u0628\u062d \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0623\u062f\u0627\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u0641\u064a \u062d\u064a\u0627\u062a\u0646\u0627 \u0627\u0644\u064a\u0648\u0645\u064a\u0629. \u062a\u062c\u062f\u0647\u0627 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0645\u0646 \u0627\u0644\u0647\u0648\u0627\u062a\u0641 \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0633\u0627\u0639\u062f\u0646\u0627 \u0639\u0644\u0649 \u062a\u0646\u0638\u064a\u0645 \u0627\u0644\u0645\u0647\u0627\u0645\u060c \u0625\u0644\u0649 \u0627\u0644\u0633\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u062f\u0629\u060c \u0648\u062d\u062a\u0649 \u0627\u0644\u0645\u0648\u0627\u0642\u0639 \u0648\u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0631\u0642\u0645\u064a\u0629\u060c \u064a\u0638\u0647\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0643\u0644 \u0645\u0643\u0627\u0646. \u0644\u0630\u0644\u0643\u060c <\/span><b>\u062a\u0639\u0644\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/b><span style=\"font-weight: 400\"> \u0636\u0631\u0648\u0631\u0629 \u0644\u0643\u0644 \u0645\u0646 \u064a\u0631\u063a\u0628 \u0641\u064a \u0645\u0648\u0627\u0643\u0628\u0629 \u0627\u0644\u062a\u0637\u0648\u0631 \u0627\u0644\u0631\u0642\u0645\u064a \u0648\u0627\u0633\u062a\u063a\u0644\u0627\u0644 \u0627\u0644\u0641\u0631\u0635 \u0627\u0644\u062c\u062f\u064a\u062f\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u0633\u0646\u062a\u0639\u0631\u0641 \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629 \u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0633\u062a\u062a\u0639\u0644\u0645 \u0628\u0623\u0633\u0644\u0648\u0628 \u0633\u0647\u0644 \u0648\u0645\u0628\u0633\u0637 \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0645\u0639\u0644\u0648\u0645\u0627\u062a\u00a0 \u0642\u064a\u0645\u0629 \u0648 \u0645\u0635\u0627\u062f\u0631 \u0645\u0648\u062b\u0648\u0642\u0629\u060c \u0628\u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u0623\u062f\u0648\u0627\u062a \u0645\u062c\u0627\u0646\u064a\u0629. \u0644\u062a\u0643\u0648\u0646 \u0642\u0627\u062f\u0631\u0627 \u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0627\u0644\u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629.<\/span><\/p>\n<h2><b>\u0645\u0627 \u0647\u0648 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u061f<\/b><\/h2>\n<p><span style=\"font-weight: 400\">\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (Artificial Intelligence) \u0647\u0648 \u0623\u0647\u0645 \u0641\u0631\u0648\u0639 \u0639\u0644\u0648\u0645 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0627\u0644\u0645\u062a\u0637\u0648\u0631\u0629\u060c \u0648\u064a\u0647\u062f\u0641 \u0625\u0644\u0649 \u062a\u0637\u0648\u064a\u0631 \u0623\u0646\u0638\u0645\u0629 \u0642\u0627\u062f\u0631\u0629 \u0623\u0646 \u062a\u0646\u0627\u0641\u0633 \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0627\u0644\u0628\u0634\u0631\u064a. \u0641\u0647\u0648 \u0644\u0627 \u064a\u0642\u062a\u0635\u0631 \u0639\u0644\u0649 \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0641\u0642\u0637\u060c \u0628\u0644 \u0646\u062c\u062f\u0647 \u0641\u064a \u062a\u0641\u0627\u0635\u064a\u0644 \u062d\u064a\u0627\u062a\u0646\u0627 \u0627\u0644\u064a\u0648\u0645\u064a\u0629. \u0641\u0639\u0646\u062f\u0645\u0627 \u064a\u0633\u062a\u062e\u062f\u0645 \u0628\u0631\u064a\u062f\u0643 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0645\u0632\u0639\u062c\u0629\u060c \u0623\u0648 \u0639\u0646\u062f\u0645\u0627 \u062a\u0648\u0641\u0631 \u0644\u0643 \u062e\u0631\u0627\u0626\u0637 \u062c\u0648\u062c\u0644 \u0623\u0641\u0636\u0644 \u0637\u0631\u064a\u0642 \u0644\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0648\u062c\u0647\u062a\u0643\u060c \u0641\u0623\u0646\u062a \u0641\u064a \u0627\u0644\u062d\u0642\u064a\u0642\u0629 \u062a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\u0644\u0643\u0646 \u0644\u0645\u0627\u0630\u0627 \u064a\u062c\u0628 \u0623\u0646 \u062a\u062a\u0639\u0644\u0645\u0647\u061f<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0623\u0635\u0628\u062d\u062a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u064a\u0647 \u0641\u064a \u0646\u0638\u0627\u0645 \u0627\u0644\u062a\u0642\u0646\u064a \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u062d\u0633\u064a\u0646 \u062e\u062f\u0645\u0627\u062a\u0647\u0627.<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\u064a\u0648\u0641\u0631 \u0645\u062c\u0627\u0644\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0641\u064a \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u062d\u0631\u0629 \u0648\u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\u064a\u0641\u062a\u062d \u0623\u0628\u0648\u0627\u0628 \u0644\u0648\u0638\u0627\u0626\u0641 \u062c\u062f\u064a\u062f\u0629\u00a0 \u0641\u064a \u0627\u0644\u0634\u0631\u0643\u0627\u062a.<\/span><\/li>\n<\/ul>\n<h2><b>\u062e\u0637\u0648\u0627\u062a \u062a\u0639\u0644\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646<\/b><\/h2>\n<div id=\"1-d981d987d985-d8a7d984d8a3d8b3d8a7d8b3d98ad8a7d8aa\" class=\"index-title\"><\/div><h3><b>1. \u0641\u0647\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a<\/b><\/h3>\n<p><span style=\"font-weight: 400\">\u0623\u0648\u0644 \u062e\u0637\u0648\u0629 \u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0647\u064a \u0641\u0647\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0641\u064a \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a\u060c \u0648\u062e\u0627\u0635\u0629:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400\"><b>\u0627\u0644\u062c\u0628\u0631 \u0627\u0644\u062e\u0637\u064a<\/b><span style=\"font-weight: 400\"> \u0644\u0641\u0647\u0645 \u0643\u064a\u0641\u064a\u0629 \u0639\u0645\u0644 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629.<\/span><span style=\"font-weight: 400\">\n<p><\/span><\/li>\n<li style=\"font-weight: 400\"><b>\u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a \u0648\u0627\u0644\u0625\u062d\u0635\u0627\u0621<\/b><span style=\"font-weight: 400\"> \u0644\u062a\u0641\u0633\u064a\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0628\u0646\u0627\u0621 \u0627\u0644\u0646\u0645\u0627\u0630\u062c.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400\">\u0648\u0644\u062d\u0633\u0646 \u0627\u0644\u062d\u0638\u060c \u0647\u0646\u0627\u0643 \u0645\u0635\u0627\u062f\u0631 \u0645\u062c\u0627\u0646\u064a\u0629 \u062a\u0628\u0633\u0637 \u0647\u0630\u0647 \u0627\u0644\u0645\u0648\u0627\u0636\u064a\u0639\u060c \u0645\u062b\u0644 \u0645\u0648\u0642\u0639<\/span><a href=\"https:\/\/www.khanacademy.org\/?utm_source=chatgpt.com\"> <span style=\"font-weight: 400\">Khan Academy<\/span><\/a><span style=\"font-weight: 400\">.<\/span><\/p>\n<div id=\"2-d8aad8b9d984d985-d8a7d984d8a8d8b1d985d8acd8a9-d988d984d8bad8a7d8aa-d985d987d985d8a9\" class=\"index-title\"><\/div><h3><b>2. \u062a\u0639\u0644\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0648\u0644\u063a\u0627\u062a \u0645\u0647\u0645\u0629<\/b><\/h3>\n<p><span style=\"font-weight: 400\">\u0644\u0627 \u064a\u0645\u0643\u0646 \u062a\u0639\u0644\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062f\u0648\u0646 \u0627\u0644\u0628\u0631\u0645\u062c\u0629. \u0644\u063a\u0629 <\/span><b>Python<\/b><span style=\"font-weight: 400\"> \u0647\u064a \u0627\u0644\u0623\u0643\u062b\u0631 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u064b\u0627 \u0646\u0638\u0631\u064b\u0627 \u0644\u0628\u0633\u0627\u0637\u062a\u0647\u0627 \u0648\u062a\u0648\u0641\u0631 \u0645\u0643\u062a\u0628\u0627\u062a \u0642\u0648\u064a\u0629 \u0645\u062b\u0644 pandas.<\/span><span style=\"font-weight: 400\"><br \/>\n<\/span><span style=\"font-weight: 400\"> \u064a\u0645\u0643\u0646\u0643 \u062a\u062d\u0645\u064a\u0644\u0647\u0627 \u0645\u0646 \u0627\u0644\u0645\u0648\u0642\u0639 \u0627\u0644\u0631\u0633\u0645\u064a<\/span><a href=\"https:\/\/www.python.org\/?utm_source=chatgpt.com\"> <span style=\"font-weight: 400\">Python.org<\/span><\/a><span style=\"font-weight: 400\">.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\u0625\u0644\u0649 \u062c\u0627\u0646\u0628 Python\u060c \u062a\u0648\u062c\u062f \u0644\u063a\u0627\u062a \u0623\u062e\u0631\u0649 \u0645\u062b\u0644 R\u060c \u0644\u0643\u0646\u0647\u0627 \u0623\u0642\u0644 \u0634\u064a\u0648\u0639\u064b\u0627 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646. \u0648\u0645\u0646 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0645\u0641\u064a\u062f\u0629 \u0644\u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0643\u0648\u062f:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400\"><b>Jupyter Notebook<\/b><span style=\"font-weight: 400\"> \u0644\u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0623\u0643\u0648\u0627\u062f \u0641\u064a \u0628\u064a\u0626\u0629 \u0633\u0647\u0644\u0629.<\/span><\/li>\n<li style=\"font-weight: 400\"><b>Google Colab<\/b><span style=\"font-weight: 400\"> (\u0645\u062a\u0627\u062d \u0645\u062c\u0627\u0646\u064b\u0627 \u0639\u0628\u0631 Google Colab).<\/span><\/li>\n<\/ul>\n<div id=\"3-d8a7d984d8afd8aed988d984-d8a5d984d989-d8aad8b9d984d985-d8a7d984d8a2d984d8a9-machine-learning\" class=\"index-title\"><\/div><h3><b>3. \u0627\u0644\u062f\u062e\u0648\u0644 \u0625\u0644\u0649 \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 (Machine Learning)<\/b><\/h3>\n<p><span style=\"font-weight: 400\">\u0628\u0639\u062f \u0627\u062a\u0642\u0627\u0646 \u0627\u0644\u0628\u0631\u0645\u062c\u0629\u060c \u062a\u0646\u062a\u0642\u0644 \u0625\u0644\u0649 \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629\u060c \u0627\u0644\u0630\u064a \u064a\u0639\u062f \u0627\u0644\u0645\u062d\u0631\u0643 \u0627\u0644\u0631\u0626\u064a\u0633\u064a \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\u064a\u0639\u062a\u0645\u062f \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u0639\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u062a\u0639\u0644\u064a\u0645 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0643\u064a\u0641\u064a\u0629 \u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0626\u0647 \u0628\u0645\u0631\u0648\u0631 \u0627\u0644\u0648\u0642\u062a.<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\u0623\u0634\u0647\u0631 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0645\u0639\u0631\u0641\u062a\u0647\u0627:<\/span><span style=\"font-weight: 400\">\n<p><\/span><\/p>\n<ul>\n<li style=\"font-weight: 400\"><b>Scikit-learn<\/b><span style=\"font-weight: 400\">: \u0645\u0643\u062a\u0628\u0629 \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646.<\/span><span style=\"font-weight: 400\">\n<p><\/span><\/li>\n<li style=\"font-weight: 400\"><b>TensorFlow<\/b><span style=\"font-weight: 400\">: \u0645\u0643\u062a\u0628\u0629 \u0642\u0648\u064a\u0629 \u0645\u0646 Google.<\/span><span style=\"font-weight: 400\">\n<p><\/span><\/li>\n<li style=\"font-weight: 400\"><b>PyTorch<\/b><span style=\"font-weight: 400\">: \u0645\u0643\u062a\u0628\u0629 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u062f\u0639\u0648\u0645\u0629 \u0645\u0646 Facebook.<\/span><span style=\"font-weight: 400\">\n<p><\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400\">\u0644\u0644\u0628\u062f\u0627\u064a\u0629\u060c \u0623\u0646\u0635\u062d\u0643 \u0628\u0632\u064a\u0627\u0631\u0629 TensorFlow.org \u062d\u064a\u062b \u0633\u062a\u062c\u062f \u0634\u0631\u0648\u062d\u0627\u062a \u0648\u0623\u0645\u062b\u0644\u0629 \u0639\u0645\u0644\u064a\u0629.<\/span><\/p>\n<div id=\"d8a7d984d985d8b4d8a7d8b1d98ad8b9-d988d8a7d984d8aad8b7d8a8d98ad982-d8a7d984d8b9d985d984d98a\" class=\"index-title\"><\/div><h3><b>\u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0639\u0645\u0644\u064a<\/b><\/h3>\n<p><span style=\"font-weight: 400\">\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0638\u0631\u064a \u0648\u062d\u062f\u0647 \u0644\u0627 \u064a\u0643\u0641\u064a. \u0644\u0630\u0644\u0643\u060c \u0627\u0628\u062f\u0623 \u0628\u0645\u0634\u0627\u0631\u064a\u0639 \u0635\u063a\u064a\u0631\u0629 \u0645\u062b\u0644:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0623\u0633\u0639\u0627\u0631.<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\u0628\u0646\u0627\u0621 \u0628\u0631\u0646\u0627\u0645\u062c \u0644\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631.<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\u062a\u0635\u0645\u064a\u0645 \u0631\u0648\u0628\u0648\u062a \u0645\u062d\u0627\u062f\u062b\u0629 (Chatbot).<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400\">\u064a\u0645\u0643\u0646\u0643 \u062a\u062d\u0645\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u0627\u0647\u0632\u0629 \u0644\u0644\u062a\u062f\u0631\u064a\u0628 \u0645\u0646 Kaggle\u060c \u0648\u0647\u0648 \u0645\u0648\u0642\u0639 \u064a\u062c\u0645\u0639 \u0645\u062c\u062a\u0645\u0639\u064b\u0627 \u0639\u0627\u0644\u0645\u064a\u064b\u0627 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/span><\/p>\n<h2><b>\u0623\u0641\u0636\u0644 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/b><\/h2>\n<p><span style=\"font-weight: 400\">\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u062a\u0633\u0647\u0644 \u0631\u062d\u0644\u062a\u0643 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629\u060c \u0648\u0645\u0646 \u0623\u0628\u0631\u0632\u0647\u0627:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400\"><b>Google Colab<\/b><span style=\"font-weight: 400\">: \u064a\u0648\u0641\u0631 \u0628\u064a\u0626\u0629 \u0645\u062c\u0627\u0646\u064a\u0629 \u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0623\u0643\u0648\u0627\u062f \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629.<\/span><\/li>\n<li style=\"font-weight: 400\"><b>Kaggle<\/b><span style=\"font-weight: 400\">: \u0645\u0643\u0627\u0646 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0646\u0627\u0641\u0633\u0627\u062a \u062a\u0639\u0644\u064a\u0645\u064a\u0629.<\/span><\/li>\n<li style=\"font-weight: 400\"><b>GitHub<\/b><span style=\"font-weight: 400\">: \u0645\u0634\u0627\u0631\u0643\u0629 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0648\u0627\u0644\u062a\u0639\u0627\u0648\u0646 \u0645\u0639 \u0627\u0644\u0622\u062e\u0631\u064a\u0646.<\/span><\/li>\n<li style=\"font-weight: 400\"><b>Coursera<\/b><span style=\"font-weight: 400\"> \u0648<\/span><b>edX<\/b><span style=\"font-weight: 400\">: \u0645\u0646\u0635\u0627\u062a \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u062a\u0642\u062f\u0645 \u0643\u0648\u0631\u0633\u0627\u062a \u0645\u0646 \u062c\u0627\u0645\u0639\u0627\u062a \u0639\u0627\u0644\u0645\u064a\u0629.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400\">\u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0648\u0627\u062a\u060c \u0633\u062a\u062c\u062f \u0646\u0641\u0633\u0643 \u0642\u0627\u062f\u0631\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0639\u0645\u0644\u064a \u0628\u0633\u0631\u0639\u0629\u060c \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0627\u0644\u0627\u0643\u062a\u0641\u0627\u0621 \u0628\u0627\u0644\u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0646\u0638\u0631\u064a\u0629.<\/span><\/p>\n<h2><b>\u062a\u062d\u062f\u064a\u0627\u062a \u062a\u0639\u0644\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646<\/b><\/h2>\n<p><span style=\"font-weight: 400\">\u0631\u063a\u0645 \u0623\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0623\u0635\u0628\u062d \u0623\u0633\u0647\u0644 \u0645\u0646 \u0627\u0644\u0633\u0627\u0628\u0642\u060c \u0625\u0644\u0627 \u0623\u0646 \u0627\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u064a\u0648\u0627\u062c\u0647\u0648\u0646 \u0639\u062f\u0629 \u0635\u0639\u0648\u0628\u0627\u062a\u060c \u0645\u062b\u0644:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\u0635\u0639\u0648\u0628\u0629 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\u062a\u0634\u062a\u062a \u0627\u0644\u0645\u0635\u0627\u062f\u0631 \u0648\u0643\u062b\u0631\u0629 \u0627\u0644\u062f\u0648\u0631\u0627\u062a \u0627\u0644\u0645\u062a\u0627\u062d\u0629.<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0635\u0628\u0631 \u0637\u0648\u064a\u0644 \u0648\u0645\u0645\u0627\u0631\u0633\u0629 \u0639\u0645\u0644\u064a\u0629.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400\">\u0644\u0643\u0646 \u0627\u0644\u062d\u0644 \u0628\u0633\u064a\u0637:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\u0631\u0643\u0651\u0632 \u0639\u0644\u0649 \u0645\u0635\u062f\u0631 \u0648\u0627\u062d\u062f \u0641\u064a \u0627\u0644\u0628\u062f\u0627\u064a\u0629.<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\u062e\u0635\u0635 \u0648\u0642\u062a\u064b\u0627 \u062b\u0627\u0628\u062a\u064b\u0627 \u064a\u0648\u0645\u064a\u064b\u0627 \u0644\u0644\u062a\u0639\u0644\u0645.<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\u0627\u0628\u062f\u0623 \u0628\u0645\u0634\u0627\u0631\u064a\u0639 \u0635\u063a\u064a\u0631\u0629 \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0627\u0644\u0642\u0641\u0632 \u0625\u0644\u0649 \u0645\u0634\u0627\u0631\u064a\u0639 \u0645\u0639\u0642\u062f\u0629.<\/span><\/li>\n<\/ul>\n<h2><b>\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0644\u0645\u0627\u0630\u0627 \u064a\u062c\u0628 \u0623\u0646 \u062a\u0628\u062f\u0623 \u0627\u0644\u064a\u0648\u0645\u061f<\/b><\/h2>\n<p><span style=\"font-weight: 400\">\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u064a\u0633 \u0645\u062c\u0631\u062f \u0639\u0644\u0645 \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u060c \u0628\u0644 \u0647\u0648 \u0642\u0648\u0629 \u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629 \u062a\u063a\u064a\u0631 \u0627\u0644\u0639\u0627\u0644\u0645. \u0641\u064a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0642\u0631\u064a\u0628\u060c \u0633\u062a\u062e\u062a\u0641\u064a \u0648\u0638\u0627\u0626\u0641 \u062a\u0642\u0644\u064a\u062f\u064a\u0629\u060c \u0644\u0643\u0646 \u0633\u062a\u0638\u0647\u0631 \u0648\u0638\u0627\u0626\u0641 \u062c\u062f\u064a\u062f\u0629 \u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0630\u0643\u064a\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400\"><b>\u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0627\u0644\u0631\u0642\u0645\u064a<\/b><span style=\"font-weight: 400\"> \u0633\u064a\u0639\u062a\u0645\u062f \u0628\u0634\u0643\u0644 \u0623\u0643\u0628\u0631 \u0639\u0644\u0649 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629.<\/span><\/li>\n<li style=\"font-weight: 400\"><b>\u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629<\/b><span style=\"font-weight: 400\"> \u0633\u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u062a\u0634\u062e\u064a\u0635 \u0627\u0644\u0645\u0628\u0643\u0631 \u0644\u0644\u0623\u0645\u0631\u0627\u0636.<\/span><\/li>\n<li style=\"font-weight: 400\"><b>\u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u062d\u0631\u0629<\/b><span style=\"font-weight: 400\"> \u0633\u062a\u0641\u062a\u062d \u0641\u0631\u0635\u064b\u0627 \u0627\u0644\u0645\u0628\u0631\u0645\u062c\u064a\u0646 \u0648\u0627\u0644\u0645\u062d\u0644\u0644\u064a\u0646 \u062d\u0648\u0644 \u0627\u0644\u0639\u0627\u0644\u0645.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400\">\u0628\u0627\u0644\u062a\u0627\u0644\u064a\u060c \u0625\u0630\u0627 \u0628\u062f\u0623\u062a \u0631\u062d\u0644\u062a\u0643 \u0627\u0644\u064a\u0648\u0645\u060c \u0633\u062a\u0643\u0648\u0646 \u0641\u064a \u0627\u0644\u0635\u0641\u0648\u0641 \u0627\u0644\u0623\u0648\u0644\u0649 \u0644\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u062b\u0648\u0631\u0629 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\u0641\u064a \u0627\u0644\u062e\u062a\u0627\u0645\u060c \u064a\u0645\u0643\u0646 \u0627\u0644\u0642\u0648\u0644 \u0625\u0646 \u062a\u0639\u0644\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629 \u0647\u0648 \u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u062d\u0642\u064a\u0642\u064a \u0641\u064a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644. \u0644\u0642\u062f \u0627\u0633\u062a\u0639\u0631\u0636\u0646\u0627 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u0645\u0627 \u0647\u0648 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0623\u0647\u0645\u064a\u062a\u0647\u060c \u062e\u0637\u0648\u0627\u062a \u062a\u0639\u0644\u0645\u0647\u060c \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0629\u060c \u0648\u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u062a\u064a \u0642\u062f \u062a\u0648\u0627\u062c\u0647\u0643.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\u0648\u0623\u062e\u064a\u0631\u064b\u0627\u060c \u062a\u0630\u0643\u0651\u0631 \u0623\u0646 \u0627\u0644\u0628\u062f\u0627\u064a\u0629 \u0642\u062f \u062a\u0643\u0648\u0646 \u0635\u0639\u0628\u0629\u060c \u0644\u0643\u0646 \u0645\u0639 \u0627\u0644\u0635\u0628\u0631 \u0648\u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0629 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629 \u0633\u062a\u0635\u0644 \u0625\u0644\u0649 \u0645\u0631\u062d\u0644\u0629 \u064a\u0635\u0628\u062d \u0641\u064a\u0647\u0627 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062c\u0632\u0621\u064b\u0627 \u0645\u0646 \u062d\u064a\u0627\u062a\u0643 \u0627\u0644\u064a\u0648\u0645\u064a\u0629 \u0648 \u0645\u0647\u0646\u062a\u0643 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\u0625\u0630\u0646\u060c \u0644\u0627 \u062a\u0646\u062a\u0638\u0631 \u0623\u0643\u062b\u0631. \u0627\u0628\u062f\u0623 \u0627\u0644\u0622\u0646 \u0631\u062d\u0644\u062a\u0643 \u0641\u064a \u062a\u0639\u0644\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0648\u0643\u0646 \u0645\u0646 \u0635\u064f\u0646\u0651\u0627\u0639 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0645\u062c\u0631\u062f \u0645\u062a\u0627\u0628\u0639 \u0644\u0647.<\/span><\/p>\n<p>\u0627\u0644\u0645\u0632\u064a\u062f \u0627\u0642\u0631\u0623: <a href=\"http:\/\/\u0623\u0641\u0636\u0644 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0635\u0645\u064a\u0645 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646\">\u0623\u0641\u0636\u0644 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0635\u0645\u064a\u0645 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646<\/a><\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0623\u0635\u0628\u062d \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0623\u062f\u0627\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u0641\u064a \u062d\u064a\u0627\u062a\u0646\u0627 \u0627\u0644\u064a\u0648\u0645\u064a\u0629. \u062a\u062c\u062f\u0647\u0627 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0645\u0646 \u0627\u0644\u0647\u0648\u0627\u062a\u0641 \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0633\u0627\u0639\u062f\u0646\u0627 \u0639\u0644\u0649 \u062a\u0646\u0638\u064a\u0645 \u0627\u0644\u0645\u0647\u0627\u0645\u060c \u0625\u0644\u0649 \u0627\u0644\u0633\u064a\u0627\u0631\u0627\u062a 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\u0633\u0646\u062a\u0639\u0631\u0641 \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629 &hellip;<\/p>\n","protected":false},"author":1,"featured_media":9389,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[493],"tags":[],"class_list":["post-9388","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-learn-ecommerce"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u062f\u0644\u064a\u0644 \u0627\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0627\u0644\u0634\u0627\u0645\u0644 \u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629 - \u0645\u062f\u0648\u0646\u0629 \u0643\u0633\u0628\u0627\u0646\u0629<\/title>\n<meta name=\"description\" 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