{"id":2252,"date":"2026-01-09T04:41:45","date_gmt":"2026-01-09T02:41:45","guid":{"rendered":"https:\/\/scienceclubacademy.com\/?p=2252"},"modified":"2026-01-29T03:44:26","modified_gmt":"2026-01-29T01:44:26","slug":"%d8%af%d9%88%d8%b1%d8%a7%d8%aa-%d8%a8%d8%a7%d9%8a%d8%ab%d9%88%d9%86-%d9%84%d9%84%d9%85%d8%a8%d8%aa%d8%af%d8%a6%d9%8a%d9%86-%d8%a7%d8%a8%d8%af%d8%a3-%d8%b1%d8%ad%d9%84%d8%aa%d9%83-%d9%81%d9%8a-%d8%b9","status":"publish","type":"post","link":"https:\/\/scienceclubacademy.com\/en\/%d8%af%d9%88%d8%b1%d8%a7%d8%aa-%d8%a8%d8%a7%d9%8a%d8%ab%d9%88%d9%86-%d9%84%d9%84%d9%85%d8%a8%d8%aa%d8%af%d8%a6%d9%8a%d9%86-%d8%a7%d8%a8%d8%af%d8%a3-%d8%b1%d8%ad%d9%84%d8%aa%d9%83-%d9%81%d9%8a-%d8%b9\/","title":{"rendered":"Python courses for beginners: Start your journey in the world of artificial intelligence in Jeddah | Scientific Club Academy | 01027550208"},"content":{"rendered":"
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3. \u062a\u0639\u062f\u062f \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0648\u0627\u0633\u0639\u0629<\/span><\/span><\/h3>\n<\/div>\n
\n
\u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0644\u063a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a \u0628\u0634\u0643\u0644 \u0644\u0627 \u064a\u0635\u062f\u0642. \u0645\u0646 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0648\u064a\u0628 (\u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0637\u0631 \u0639\u0645\u0644 \u0645\u062b\u0644 Django \u0648 Flask) \u0625\u0644\u0649 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Pandas \u0648 NumPy)\u060c \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a (Scikit-learn \u0648 TensorFlow \u0648 PyTorch)\u060c \u0648\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0623\u0644\u0639\u0627\u0628\u060c \u0648\u0627\u0644\u0623\u062a\u0645\u062a\u0629\u060c \u0648\u062d\u062a\u0649 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0633\u0637\u062d \u0627\u0644\u0645\u0643\u062a\u0628. \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u0648\u0646\u0629 \u062a\u0645\u0646\u062d \u0627\u0644\u0645\u062a\u0639\u0644\u0645\u064a\u0646 \u0641\u0631\u0635\u0629 \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0645\u0633\u0627\u0631\u0627\u062a \u0645\u0647\u0646\u064a\u0629 \u0645\u062e\u062a\u0644\u0641\u0629 \u0628\u0639\u062f \u0625\u062a\u0642\u0627\u0646 \u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0627\u0644\u0644\u063a\u0629.<\/span><\/span><\/div>\n
\"\"<\/div>\n<\/div>\n
\n

4. \u0627\u0644\u0637\u0644\u0628 \u0627\u0644\u0645\u062a\u0632\u0627\u064a\u062f \u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644<\/span><\/span><\/h3>\n<\/div>\n
\n
\u0646\u0638\u0631\u064b\u0627 \u0644\u062a\u0639\u062f\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a\u0647\u0627 \u0648\u0634\u0639\u0628\u064a\u062a\u0647\u0627\u060c \u0641\u0625\u0646 \u0627\u0644\u0637\u0644\u0628 \u0639\u0644\u0649 \u0645\u0637\u0648\u0631\u064a \u0628\u0627\u064a\u062b\u0648\u0646 \u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644 \u0645\u0631\u062a\u0641\u0639 \u0644\u0644\u063a\u0627\u064a\u0629\u060c \u0633\u0648\u0627\u0621 \u0641\u064a \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629\u060c \u0627\u0644\u0625\u0645\u0627\u0631\u0627\u062a\u060c \u0623\u0648 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0639\u0627\u0644\u0645. \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u062a\u0628\u062d\u062b \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0639\u0646 \u0645\u062a\u062e\u0635\u0635\u064a\u0646 \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u0645\u0633\u0627\u0639\u062f\u062a\u0647\u0645 \u0641\u064a \u062a\u0637\u0648\u064a\u0631 \u062d\u0644\u0648\u0644 \u0628\u0631\u0645\u062c\u064a\u0629\u060c \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629\u060c \u0648\u0628\u0646\u0627\u0621 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u062a\u0639\u0644\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u064a\u0641\u062a\u062d \u0627\u0644\u0623\u0628\u0648\u0627\u0628 \u0623\u0645\u0627\u0645 \u0641\u0631\u0635 \u0648\u0638\u064a\u0641\u064a\u0629 \u0645\u062c\u0632\u064a\u0629 \u0641\u064a \u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0646\u0627\u0634\u0626\u0629 \u0648\u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0643\u0628\u0631\u0649 \u0639\u0644\u0649 \u062d\u062f \u0633\u0648\u0627\u0621.<\/span><\/span><\/div>\n<\/div>\n
\n
\n
\n
<\/div>\n<\/div>\n<\/div>\n<\/div>\n
\n

\u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u0634\u0631\u0627\u0643\u0629 \u0644\u0627 \u063a\u0646\u0649 \u0639\u0646\u0647\u0627<\/span><\/span><\/h2>\n<\/div>\n
\n
\u0644\u0627 \u064a\u0645\u0643\u0646 \u0627\u0644\u062d\u062f\u064a\u062b \u0639\u0646 \u0628\u0627\u064a\u062b\u0648\u0646 \u0641\u064a \u0627\u0644\u0639\u0635\u0631 \u0627\u0644\u062d\u062f\u064a\u062b \u062f\u0648\u0646 \u0627\u0644\u0625\u0634\u0627\u0631\u0629 \u0625\u0644\u0649 \u0639\u0644\u0627\u0642\u062a\u0647\u0627 \u0627\u0644\u0648\u062b\u064a\u0642\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (AI) \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a (Machine Learning). \u0644\u0642\u062f \u0623\u0635\u0628\u062d\u062a \u0628\u0627\u064a\u062b\u0648\u0646 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0645\u0641\u0636\u0644\u0629 \u0644\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0648\u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0639\u062f\u0629 \u0623\u0633\u0628\u0627\u0628:<\/span><\/span><\/div>\n<\/div>\n
\n

1. \u0645\u0643\u062a\u0628\u0627\u062a \u0642\u0648\u064a\u0629 \u0648\u0645\u062a\u062e\u0635\u0635\u0629<\/span><\/span><\/h3>\n<\/div>\n
\n
\u062a\u0632\u062e\u0631 \u0628\u0627\u064a\u062b\u0648\u0646 \u0628\u0645\u0643\u062a\u0628\u0627\u062a \u063a\u0646\u064a\u0629 \u0648\u0645\u062a\u0637\u0648\u0631\u0629 \u0645\u0635\u0645\u0645\u0629 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a. \u0645\u0646 \u0623\u0628\u0631\u0632 \u0647\u0630\u0647 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a:<\/span><\/span><\/div>\n<\/div>\n
\n
\n
\n\n\n\n\n\n\n\n\n
\n
\u0627\u0644\u0645\u0643\u062a\u0628\u0629<\/span><\/span><\/div>\n<\/td>\n
\n
\u0627\u0644\u0648\u0635\u0641 \u0648\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645<\/span><\/span><\/div>\n<\/td>\n<\/tr>\n
\n
NumPy<\/span><\/span><\/div>\n<\/td>\n
\n
\u062a\u0648\u0641\u0631 \u062f\u0639\u0645\u064b\u0627 \u0642\u0648\u064a\u064b\u0627 \u0644\u0644\u0645\u0635\u0641\u0648\u0641\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0648\u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u0648\u0649.<\/span><\/span><\/div>\n<\/td>\n<\/tr>\n
\n
Pandas<\/span><\/span><\/div>\n<\/td>\n
\n
\u0623\u062f\u0627\u0629 \u0642\u0648\u064a\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627 \u0648\u062a\u0646\u0638\u064a\u0641\u0647\u0627 \u0642\u0628\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0641\u064a \u0627\u0644\u0646\u0645\u0627\u0630\u062c.<\/span><\/span><\/div>\n<\/td>\n<\/tr>\n
\n
Matplotlib<\/span><\/span><\/div>\n<\/td>\n
\n
\u0645\u0643\u062a\u0628\u0629 \u0644\u0625\u0646\u0634\u0627\u0621 \u062a\u0635\u0648\u0631\u0627\u062a \u0628\u064a\u0627\u0646\u064a\u0629 \u062c\u0630\u0627\u0628\u0629 \u0648\u0645\u062e\u0637\u0637\u0627\u062a \u0644\u0641\u0647\u0645 \u0627\u0644\u0623\u0646\u0645\u0627\u0637.<\/span><\/span><\/div>\n<\/td>\n<\/tr>\n
\n
Scikit-learn<\/span><\/span><\/div>\n<\/td>\n
\n
\u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u062c\u0627\u0647\u0632\u0629 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645.<\/span><\/span><\/div>\n<\/td>\n<\/tr>\n
\n
TensorFlow<\/span><\/span><\/div>\n<\/td>\n
\n
\u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0642\u0648\u064a \u0644\u062a\u0637\u0648\u064a\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629.<\/span><\/span><\/div>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n
<\/div>\n<\/div>\n<\/div>\n
\n
\u0647\u0630\u0647 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u062a\u0633\u0647\u0644 \u0639\u0644\u0649 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0628\u0646\u0627\u0621 \u0648\u062a\u062f\u0631\u064a\u0628 \u0648\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\u0643\u0641\u0627\u0621\u0629 \u0639\u0627\u0644\u064a\u0629\u060c \u062d\u062a\u0649 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0645\u0643\u0646\u0647\u0645 \u0627\u0644\u0628\u062f\u0621 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0628\u0639\u062f \u0641\u0647\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a.<\/span><\/span><\/div>\n<\/div>\n
\n

2. \u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u062a\u0643\u0627\u0645\u0644<\/span><\/span><\/h3>\n<\/div>\n
\n
\u062a\u062a\u064a\u062d \u0628\u0627\u064a\u062b\u0648\u0646 \u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0644\u063a\u0627\u062a \u0623\u062e\u0631\u0649 \u0648\u0623\u0646\u0638\u0645\u0629 \u0628\u064a\u0626\u064a\u0629 \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u0628\u0646\u0627\u0621 \u0623\u0646\u0638\u0645\u0629 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0639\u0642\u062f\u0629 \u062a\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0645\u0643\u0648\u0646\u0627\u062a \u0628\u0631\u0645\u062c\u064a\u0629 \u0623\u062e\u0631\u0649. \u064a\u0645\u0643\u0646 \u0644\u0645\u0637\u0648\u0631\u064a \u0628\u0627\u064a\u062b\u0648\u0646 \u062f\u0645\u062c \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u064a \u064a\u0637\u0648\u0631\u0648\u0646\u0647\u0627 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0648\u064a\u0628\u060c \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0647\u0627\u062a\u0641 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u060c \u0623\u0648 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062e\u0644\u0641\u064a\u0629 \u0628\u0633\u0647\u0648\u0644\u0629.<\/span><\/span><\/div>\n<\/div>\n
\n

3. \u0633\u0631\u0639\u0629 \u0627\u0644\u062a\u0637\u0648\u064a\u0631<\/span><\/span><\/h3>\n<\/div>\n
\n
\u0628\u0641\u0636\u0644 \u0628\u0633\u0627\u0637\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0645\u0643\u062a\u0628\u0627\u062a\u0647\u0627 \u0627\u0644\u063a\u0646\u064a\u0629\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0623\u0648\u0644\u064a\u0629 (Prototypes) \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0633\u0631\u0639\u0629. \u0647\u0630\u0647 \u0627\u0644\u0633\u0631\u0639\u0629 \u0641\u064a \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u062d\u0627\u0633\u0645\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0630\u064a \u064a\u062a\u0637\u0648\u0631 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631\u060c \u062d\u064a\u062b \u062a\u0633\u0645\u062d \u0644\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0648\u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0628\u062a\u062c\u0631\u0628\u0629 \u0623\u0641\u0643\u0627\u0631 \u062c\u062f\u064a\u062f\u0629 \u0628\u0633\u0631\u0639\u0629 \u0648\u0627\u062e\u062a\u0628\u0627\u0631\u0647\u0627.<\/span><\/span><\/div>\n<\/div>\n
\n

\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a: \u0628\u0648\u0627\u0628\u062a\u0643 \u0644\u062a\u0639\u0644\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u062c\u062f\u0629<\/span><\/span><\/h2>\n<\/div>\n
\n
\u0641\u064a \u0642\u0644\u0628 \u0645\u062f\u064a\u0646\u0629 \u062c\u062f\u0629\u060c \u0648\u0645\u0639 \u062a\u0632\u0627\u064a\u062f \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0627\u0644\u0643\u0641\u0627\u0621\u0627\u062a \u0627\u0644\u0631\u0642\u0645\u064a\u0629\u060c \u062a\u0628\u0631\u0632 \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a \u0643\u0645\u0646\u0627\u0631\u0629 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0631\u0627\u0626\u062f\u0629\u060c \u062a\u0642\u062f\u0645 \u062f\u0648\u0631\u0627\u062a \u062a\u062f\u0631\u064a\u0628\u064a\u0629 \u0645\u062a\u062e\u0635\u0635\u0629 \u0641\u064a \u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u062a\u0647\u062f\u0641 \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0625\u0644\u0649 \u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u0623\u0641\u0631\u0627\u062f \u0645\u0646 \u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u0633\u062a\u0648\u064a\u0627\u062a\u060c \u0648\u062e\u0627\u0635\u0629 \u0627\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646\u060c \u0645\u0646 \u0627\u0643\u062a\u0633\u0627\u0628 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u062f\u062e\u0648\u0644 \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a \u0627\u0644\u0645\u0632\u062f\u0647\u0631.<\/span><\/span><\/div>\n<\/div>\n
\n

\u0645\u0646 \u0646\u062d\u0646\u061f<\/span><\/span><\/h3>\n<\/div>\n
\n
\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a \u0647\u064a \u0645\u0624\u0633\u0633\u0629 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0630\u0627\u062a \u062e\u0628\u0631\u0629 \u062a\u0632\u064a\u062f \u0639\u0646 20 \u0639\u0627\u0645\u064b\u0627 \u0641\u064a \u062a\u0642\u062f\u064a\u0645 \u062e\u062f\u0645\u0627\u062a \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0648\u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0645\u062a\u0645\u064a\u0632\u0629. \u0646\u062d\u0646 \u0646\u0624\u0645\u0646 \u0628\u0623\u0646 \u0627\u0644\u062a\u0639\u0644\u064a\u0645 \u0647\u0648 \u0645\u0641\u062a\u0627\u062d \u0627\u0644\u062a\u0642\u062f\u0645\u060c \u0648\u0646\u0633\u0639\u0649 \u062c\u0627\u0647\u062f\u064a\u0646 \u0644\u062a\u0648\u0641\u064a\u0631 \u0628\u064a\u0626\u0629 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0645\u062d\u0641\u0632\u0629 \u0648\u062f\u0627\u0639\u0645\u0629 \u062a\u0633\u0627\u0639\u062f \u0637\u0644\u0627\u0628\u0646\u0627 \u0639\u0644\u0649 \u062a\u062d\u0642\u064a\u0642 \u0623\u0642\u0635\u0649 \u0625\u0645\u0643\u0627\u0646\u0627\u062a\u0647\u0645. \u062a\u0634\u0645\u0644 \u062e\u062f\u0645\u0627\u062a\u0646\u0627 \u0625\u0639\u062f\u0627\u062f \u0627\u0644\u0623\u0628\u062d\u0627\u062b\u060c \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0644\u063a\u0648\u064a \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u060c \u0627\u0644\u062f\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u064a\u0629 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u060c \u062f\u0639\u0645 \u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u0639\u0644\u0645\u064a\u060c \u0648\u062a\u0637\u0648\u064a\u0631 \u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645.<\/span><\/span><\/div>\n<\/div>\n
\n

\u062f\u0648\u0631\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646: \u0645\u0646\u0647\u062c \u0634\u0627\u0645\u0644 \u0648\u0645\u0628\u0633\u0637<\/span><\/span><\/h3>\n<\/div>\n
\n
\u0635\u064f\u0645\u0645\u062a \u062f\u0648\u0631\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0641\u064a \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a \u0628\u0639\u0646\u0627\u064a\u0629 \u0641\u0627\u0626\u0642\u0629 \u0644\u062a\u0646\u0627\u0633\u0628 \u0627\u0644\u0623\u0641\u0631\u0627\u062f \u0627\u0644\u0630\u064a\u0646 \u0644\u064a\u0633 \u0644\u062f\u064a\u0647\u0645 \u0623\u064a \u062e\u0644\u0641\u064a\u0629 \u0628\u0631\u0645\u062c\u064a\u0629. \u062a\u0631\u0643\u0632 \u0627\u0644\u062f\u0648\u0631\u0629 \u0639\u0644\u0649 \u0628\u0646\u0627\u0621 \u0623\u0633\u0627\u0633 \u0642\u0648\u064a \u0641\u064a \u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0628\u0627\u064a\u062b\u0648\u0646 \u0627\u0644\u0639\u0645\u0644\u064a\u0629\u060c \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0628\u0634\u0643\u0644 \u062e\u0627\u0635 \u0639\u0644\u0649 \u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/span><\/span><\/div>\n<\/div>\n
\n
\u064a\u0647\u062f\u0641 \u0627\u0644\u0645\u0646\u0647\u062c \u0627\u0644\u062f\u0631\u0627\u0633\u064a \u0625\u0644\u0649 \u062a\u0632\u0648\u064a\u062f \u0627\u0644\u0645\u062a\u062f\u0631\u0628\u064a\u0646 \u0628\u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0648\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u064a\u0635\u0628\u062d\u0648\u0627 \u0645\u0628\u0631\u0645\u062c\u064a\u0646 \u0623\u0643\u0641\u0627\u0621 \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0645\u0643\u0646\u0647\u0645 \u0645\u0646 \u0628\u0646\u0627\u0621 \u0645\u0634\u0627\u0631\u064a\u0639 \u062d\u0642\u064a\u0642\u064a\u0629. \u064a\u062a\u0636\u0645\u0646 \u0627\u0644\u0645\u0646\u0647\u062c \u0627\u0644\u0645\u062d\u0627\u0648\u0631 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/span><\/span><\/div>\n<\/div>\n
\n
1.<\/span><\/span>\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646:<\/span><\/span> \u062a\u0634\u0645\u0644 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a\u060c \u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629\u060c \u0648\u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u062a\u062d\u0643\u0645 (if, for, while).<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
2.<\/span><\/span>\u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0634\u064a\u0626\u064a\u0629 (OOP):<\/span><\/span> \u0641\u0647\u0645 \u0627\u0644\u0641\u0626\u0627\u062a \u0648\u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u0627\u0644\u0648\u0631\u0627\u062b\u0629 \u0644\u0628\u0646\u0627\u0621 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u0646\u0638\u0645\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
3.<\/span><\/span>\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/span><\/span> \u0642\u0631\u0627\u0621\u0629 \u0648\u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0645\u0644\u0641\u0627\u062a \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0627\u0633\u062a\u062b\u0646\u0627\u0621\u0627\u062a \u0644\u0636\u0645\u0627\u0646 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0627\u0644\u0628\u0631\u0627\u0645\u062c.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
4.<\/span><\/span>\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a:<\/span><\/span> \u0645\u0642\u062f\u0645\u0629 \u0639\u0645\u0644\u064a\u0629 \u0641\u064a NumPy \u0648 Pandas \u0648 Matplotlib.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
5.<\/span><\/span>\u0645\u0634\u0627\u0631\u064a\u0639 \u062a\u0637\u0628\u064a\u0642\u064a\u0629:<\/span><\/span> \u0628\u0646\u0627\u0621 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062d\u0642\u064a\u0642\u064a\u0629 \u0645\u062b\u0644 \u0622\u0644\u0629 \u062d\u0627\u0633\u0628\u0629\u060c \u0646\u0638\u0627\u0645 \u0625\u062f\u0627\u0631\u0629 \u0645\u0647\u0627\u0645\u060c \u0648\u0646\u0645\u0648\u0630\u062c \u062a\u0639\u0644\u0645 \u0622\u0644\u064a \u0628\u0633\u064a\u0637.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\n
\n
<\/div>\n<\/div>\n<\/div>\n<\/div>\n
\n

\u0645\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0641\u064a \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a<\/span><\/span><\/h3>\n<\/div>\n
\n
\u062a\u0644\u062a\u0632\u0645 \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a \u0628\u062a\u0642\u062f\u064a\u0645 \u062a\u062c\u0631\u0628\u0629 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0641\u0631\u064a\u062f\u0629 \u0648\u0645\u062a\u0645\u064a\u0632\u0629 \u0644\u0637\u0644\u0627\u0628\u0647\u0627. \u0625\u0644\u064a\u0643 \u0628\u0639\u0636 \u0627\u0644\u0645\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062c\u0639\u0644\u0646\u0627 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0631\u062d\u0644\u062a\u0643 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629:<\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0645\u062f\u0631\u0628\u0648\u0646 \u062e\u0628\u0631\u0627\u0621 \u0648\u0645\u0624\u0647\u0644\u0648\u0646:<\/span><\/span> \u064a\u0636\u0645 \u0641\u0631\u064a\u0642 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0644\u062f\u064a\u0646\u0627 \u0646\u062e\u0628\u0629 \u0645\u0646 \u0627\u0644\u062e\u0628\u0631\u0627\u0621 \u0648\u0627\u0644\u0645\u062a\u062e\u0635\u0635\u064a\u0646 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0645\u0646\u0647\u062c \u062f\u0631\u0627\u0633\u064a \u0645\u062d\u062f\u062b:<\/span><\/span> \u064a\u062a\u0645 \u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0645\u0646\u0647\u062c \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0644\u0645\u0648\u0627\u0643\u0628\u0629 \u0623\u062d\u062f\u062b \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0641\u064a \u0639\u0627\u0644\u0645 \u0627\u0644\u062a\u0642\u0646\u064a\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0628\u064a\u0626\u0629 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u062a\u0641\u0627\u0639\u0644\u064a\u0629:<\/span><\/span> \u062a\u0634\u062c\u0639 \u0639\u0644\u0649 \u0627\u0644\u0646\u0642\u0627\u0634 \u0648\u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062c\u0645\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0639\u0645\u0644\u064a \u0627\u0644\u0645\u0643\u062b\u0641.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0634\u0647\u0627\u062f\u0627\u062a \u0645\u0639\u062a\u0645\u062f\u0629:<\/span><\/span> \u062a\u0639\u0632\u0632 \u0645\u0646 \u0633\u064a\u0631\u062a\u0643 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0648\u062a\u0632\u064a\u062f \u0645\u0646 \u0641\u0631\u0635\u0643 \u0627\u0644\u0648\u0638\u064a\u0641\u064a\u0629 \u0641\u064a \u0643\u0628\u0631\u0649 \u0627\u0644\u0634\u0631\u0643\u0627\u062a.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0645\u0631\u0648\u0646\u0629 \u0627\u0644\u062a\u0639\u0644\u0645:<\/span><\/span> \u062e\u064a\u0627\u0631\u0627\u062a \u0645\u062a\u0646\u0648\u0639\u0629 \u062a\u0634\u0645\u0644 \u0627\u0644\u062d\u0636\u0648\u0631 \u0627\u0644\u0634\u062e\u0635\u064a \u0623\u0648 \u0627\u0644\u062a\u0639\u0644\u0645 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n

\u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644 \u0644\u0645\u0628\u0631\u0645\u062c\u064a \u0628\u0627\u064a\u062b\u0648\u0646 \u0641\u064a \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629 \u0648\u0627\u0644\u0625\u0645\u0627\u0631\u0627\u062a: \u0641\u0631\u0635 \u0648\u0627\u0639\u062f\u0629<\/span><\/span><\/h2>\n<\/div>\n
\n
\u064a\u0634\u0647\u062f \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644 \u0641\u064a \u0627\u0644\u0645\u0645\u0644\u0643\u0629 \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629 \u0648\u062f\u0648\u0644\u0629 \u0627\u0644\u0625\u0645\u0627\u0631\u0627\u062a \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u062d\u062f\u0629 \u0646\u0645\u0648\u064b\u0627 \u063a\u064a\u0631 \u0645\u0633\u0628\u0648\u0642 \u0641\u064a \u0627\u0644\u0642\u0637\u0627\u0639 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u060c \u0645\u062f\u0641\u0648\u0639\u064b\u0627 \u0628\u0627\u0644\u0645\u0628\u0627\u062f\u0631\u0627\u062a \u0627\u0644\u062d\u0643\u0648\u0645\u064a\u0629 \u0627\u0644\u0637\u0645\u0648\u062d\u0629 \u0645\u062b\u0644 \u0631\u0624\u064a\u0629 \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629 2030 \u0648\u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u0648\u0637\u0646\u064a\u0629 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u0625\u0645\u0627\u0631\u0627\u062a. \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648 \u064a\u062e\u0644\u0642 \u0637\u0644\u0628\u064b\u0627 \u0647\u0627\u0626\u0644\u0627\u064b \u0639\u0644\u0649 \u0627\u0644\u0643\u0641\u0627\u0621\u0627\u062a \u0627\u0644\u0631\u0642\u0645\u064a\u0629\u060c \u0648\u062e\u0627\u0635\u0629 \u0645\u0628\u0631\u0645\u062c\u064a \u0628\u0627\u064a\u062b\u0648\u0646.<\/span><\/span><\/div>\n<\/div>\n
\n
\n
\n\n\n\n\n\n\n\n
\n
\u0627\u0644\u0648\u0638\u064a\u0641\u0629<\/span><\/span><\/div>\n<\/td>\n
\n
\u0627\u0644\u062f\u0648\u0631 \u0627\u0644\u0623\u0633\u0627\u0633\u064a<\/span><\/span><\/div>\n<\/td>\n
\n
\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629<\/span><\/span><\/div>\n<\/td>\n<\/tr>\n
\n
\u0645\u0647\u0646\u062f\u0633 \u062a\u0639\u0644\u0645 \u0622\u0644\u064a<\/span><\/span><\/div>\n<\/td>\n
\n
\u062a\u0637\u0648\u064a\u0631 \u0648\u0646\u0634\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/span><\/span><\/div>\n<\/td>\n
\n
Python, TensorFlow, Math<\/span><\/span><\/div>\n<\/td>\n<\/tr>\n
\n
\u0639\u0627\u0644\u0645 \u0628\u064a\u0627\u0646\u0627\u062a<\/span><\/span><\/div>\n<\/td>\n
\n
\u0627\u0633\u062a\u062e\u0644\u0627\u0635 \u0627\u0644\u0631\u0624\u0649 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629<\/span><\/span><\/div>\n<\/td>\n
\n
Python, SQL, Statistics<\/span><\/span><\/div>\n<\/td>\n<\/tr>\n
\n
\u0645\u0637\u0648\u0631 \u0628\u0627\u064a\u062b\u0648\u0646<\/span><\/span><\/div>\n<\/td>\n
\n
\u0628\u0646\u0627\u0621 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0648\u064a\u0628 \u0648\u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062e\u0644\u0641\u064a\u0629<\/span><\/span><\/div>\n<\/td>\n
\n
Python, Django, Flask<\/span><\/span><\/div>\n<\/td>\n<\/tr>\n
\n
\u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a<\/span><\/span><\/div>\n<\/td>\n
\n
\u062a\u0641\u0633\u064a\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0642\u062f\u064a\u0645 \u0627\u0644\u062a\u0642\u0627\u0631\u064a\u0631<\/span><\/span><\/div>\n<\/td>\n
\n
Python, Pandas, Excel<\/span><\/span><\/div>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n
<\/div>\n<\/div>\n<\/div>\n
\n

\u0646\u0635\u0627\u0626\u062d \u0644\u0644\u0646\u062c\u0627\u062d \u0641\u064a \u0631\u062d\u0644\u062a\u0643 \u0644\u062a\u0639\u0644\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/span><\/span><\/h2>\n<\/div>\n
\n
\u0625\u0646 \u062a\u0639\u0644\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u064a\u062a\u0637\u0644\u0628 \u0627\u0644\u062a\u0632\u0627\u0645\u064b\u0627 \u0648\u0645\u062b\u0627\u0628\u0631\u0629. \u0625\u0644\u064a\u0643 \u0628\u0639\u0636 \u0627\u0644\u0646\u0635\u0627\u0626\u062d \u0644\u0645\u0633\u0627\u0639\u062f\u062a\u0643 \u0639\u0644\u0649 \u0627\u0644\u0646\u062c\u0627\u062d \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0631\u062d\u0644\u0629:<\/span><\/span><\/div>\n<\/div>\n
\n
1.<\/span><\/span>\u0627\u0628\u062f\u0623 \u0628\u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a:<\/span><\/span> \u0644\u0627 \u062a\u062a\u0633\u0631\u0639 \u0641\u064a \u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0642\u0628\u0644 \u0625\u062a\u0642\u0627\u0646 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
2.<\/span><\/span>\u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0639\u0645\u0644\u064a:<\/span><\/span> \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0645\u0647\u0627\u0631\u0629 \u0639\u0645\u0644\u064a\u0629\u061b \u0643\u0644\u0645\u0627 \u0643\u062a\u0628\u062a \u0643\u0648\u062f\u064b\u0627 \u0623\u0643\u062b\u0631\u060c \u0643\u0644\u0645\u0627 \u062a\u062d\u0633\u0646\u062a \u0645\u0647\u0627\u0631\u0627\u062a\u0643.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
3.<\/span><\/span>\u0644\u0627 \u062a\u062e\u0641 \u0645\u0646 \u0627\u0644\u0623\u062e\u0637\u0627\u0621:<\/span><\/span> \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u062c\u0632\u0621 \u0637\u0628\u064a\u0639\u064a \u0645\u0646 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0639\u0644\u0645\u061b \u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u062a\u0635\u062d\u064a\u062d\u0647\u0627.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
4.<\/span><\/span>\u0643\u0646 \u062c\u0632\u0621\u064b\u0627 \u0645\u0646 \u0627\u0644\u0645\u062c\u062a\u0645\u0639:<\/span><\/span> \u0634\u0627\u0631\u0643 \u0641\u064a \u0627\u0644\u0645\u0646\u062a\u062f\u064a\u0627\u062a \u0648\u0627\u0644\u0645\u062c\u062a\u0645\u0639\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0644\u062a\u0628\u0627\u062f\u0644 \u0627\u0644\u062e\u0628\u0631\u0627\u062a.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
5.<\/span><\/span>\u0628\u0646\u0627\u0621 \u0645\u062d\u0641\u0638\u0629 \u0623\u0639\u0645\u0627\u0644:<\/span><\/span> \u0642\u0645 \u0628\u062a\u0648\u062b\u064a\u0642 \u0645\u0634\u0627\u0631\u064a\u0639\u0643 \u0644\u062a\u0643\u0648\u0646 \u062f\u0644\u064a\u0644\u0627\u064b \u0639\u0644\u0649 \u0645\u0647\u0627\u0631\u0627\u062a\u0643 \u0639\u0646\u062f \u0627\u0644\u062a\u0642\u062f\u064a\u0645 \u0644\u0644\u0648\u0638\u0627\u0626\u0641.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n

\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u062a\u0633\u062c\u064a\u0644 \u0648\u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0645\u0639 \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a<\/span><\/span><\/h2>\n<\/div>\n
\n
\u0625\u0630\u0627 \u0643\u0646\u062a \u0645\u0633\u062a\u0639\u062f\u064b\u0627 \u0644\u0628\u062f\u0621 \u0631\u062d\u0644\u062a\u0643 \u0641\u064a \u0639\u0627\u0644\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0641\u0625\u0646 \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a \u0647\u064a \u0648\u062c\u0647\u062a\u0643 \u0627\u0644\u0645\u062b\u0627\u0644\u064a\u0629. \u0646\u062d\u0646 \u0647\u0646\u0627 \u0644\u0646\u0648\u0641\u0631 \u0644\u0643 \u0627\u0644\u062f\u0639\u0645 \u0648\u0627\u0644\u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0644\u0627\u0632\u0645\u064a\u0646 \u0644\u062a\u062d\u0642\u064a\u0642 \u0623\u0647\u062f\u0627\u0641\u0643.<\/span><\/span><\/div>\n<\/div>\n
\n
\u0644\u0644\u062a\u0633\u062c\u064a\u0644 \u0641\u064a \u062f\u0648\u0631\u0627\u062a\u0646\u0627 \u0623\u0648 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0645\u0639\u0646\u0627 \u0639\u0628\u0631:<\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0631\u0642\u0645 \u0627\u0644\u0647\u0627\u062a\u0641:<\/span><\/span> 01027550208<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u0645\u0648\u0642\u0639 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a:<\/span><\/span> scienceclubacademy.com<\/span><\/span><\/span><\/a><\/span><\/div>\n<\/div>\n
\n
\u0641\u0631\u064a\u0642\u0646\u0627 \u0645\u0633\u062a\u0639\u062f \u0644\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u062c\u0645\u064a\u0639 \u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a\u0643 \u0648\u0645\u0633\u0627\u0639\u062f\u062a\u0643 \u0641\u064a \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u062f\u0648\u0631\u0629 \u0627\u0644\u0623\u0646\u0633\u0628 \u0644\u0643. \u0644\u0627 \u062a\u0641\u0648\u062a \u0627\u0644\u0641\u0631\u0635\u0629 \u0644\u0644\u0627\u0646\u0636\u0645\u0627\u0645 \u0625\u0644\u0649 \u0645\u062c\u062a\u0645\u0639\u0646\u0627 \u0645\u0646 \u0627\u0644\u0645\u0628\u0631\u0645\u062c\u064a\u0646 \u0627\u0644\u0637\u0645\u0648\u062d\u064a\u0646 \u0648\u0628\u0646\u0627\u0621 \u0645\u0633\u062a\u0642\u0628\u0644 \u0645\u0647\u0646\u064a \u0645\u0634\u0631\u0642 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627.<\/span><\/span><\/div>\n<\/div>\n
\n

\u062e\u0627\u062a\u0645\u0629<\/span><\/span><\/h2>\n<\/div>\n
\n
\u0641\u064a \u0627\u0644\u062e\u062a\u0627\u0645\u060c \u062a\u064f\u0639\u062f \u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0645\u0641\u062a\u0627\u062d\u064b\u0627 \u0630\u0647\u0628\u064a\u064b\u0627 \u0644\u062f\u062e\u0648\u0644 \u0639\u0627\u0644\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u062e\u0627\u0635\u0629 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646. \u0648\u0645\u0639 \u0627\u0644\u062f\u0639\u0645 \u0648\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0627\u062d\u062a\u0631\u0627\u0641\u064a \u0627\u0644\u0630\u064a \u062a\u0642\u062f\u0645\u0647 \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a \u0641\u064a \u062c\u062f\u0629\u060c \u064a\u0645\u0643\u0646\u0643 \u0623\u0646 \u062a\u0628\u062f\u0623 \u0631\u062d\u0644\u062a\u0643 \u0628\u062b\u0642\u0629 \u0648\u062a\u0635\u0644 \u0625\u0644\u0649 \u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0645\u062a\u0642\u062f\u0645\u0629 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644 \u0627\u0644\u0645\u062b\u064a\u0631. \u0625\u0646 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0641\u064a \u062a\u0639\u0644\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0627\u0644\u064a\u0648\u0645 \u0647\u0648 \u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0641\u064a \u0645\u0633\u062a\u0642\u0628\u0644\u0643 \u0627\u0644\u0645\u0647\u0646\u064a\u060c \u0648\u062e\u0637\u0648\u0629 \u062d\u0627\u0633\u0645\u0629 \u0646\u062d\u0648 \u062a\u062d\u0642\u064a\u0642 \u0637\u0645\u0648\u062d\u0627\u062a\u0643 \u0641\u064a \u0628\u0646\u0627\u0621 \u062d\u0644\u0648\u0644 \u062a\u0642\u0646\u064a\u0629 \u0645\u0628\u062a\u0643\u0631\u0629 \u062a\u0633\u0627\u0647\u0645 \u0641\u064a \u062a\u0642\u062f\u0645 \u0645\u062c\u062a\u0645\u0639\u0627\u062a\u0646\u0627. \u0627\u0646\u0637\u0644\u0627\u0642\u064b\u0627 \u0645\u0646 \u0631\u0624\u064a\u0629 \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629 2030. \u0627\u0646\u0636\u0645 \u0625\u0644\u064a\u0646\u0627 \u0627\u0644\u064a\u0648\u0645 \u0648\u0643\u0646 \u062c\u0632\u0621\u064b\u0627 \u0645\u0646 \u0627\u0644\u062b\u0648\u0631\u0629 \u0627\u0644\u0631\u0642\u0645\u064a\u0629!<\/span><\/span><\/div>\n<\/div>\n
\n

\u062a\u0641\u0635\u064a\u0644 \u0645\u0643\u062a\u0628\u0627\u062a \u0628\u0627\u064a\u062b\u0648\u0646 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/span><\/span><\/h3>\n<\/div>\n
\n
\u0628\u064a\u0646\u0645\u0627 \u062a\u0648\u0641\u0631 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0645\u062b\u0644 NumPy \u0648 Pandas \u0623\u062f\u0648\u0627\u062a \u0642\u0648\u064a\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0641\u0625\u0646 \u0639\u0627\u0644\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u064a\u062a\u0637\u0644\u0628 \u0623\u062f\u0648\u0627\u062a \u0623\u0643\u062b\u0631 \u062a\u062e\u0635\u0635\u064b\u0627 \u0644\u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0645\u0639\u0642\u062f\u0629. \u0625\u0644\u064a\u0643 \u0646\u0638\u0631\u0629 \u0623\u0639\u0645\u0642 \u0639\u0644\u0649 \u0628\u0639\u0636 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u062a\u064a \u0633\u062a\u062a\u0639\u0631\u0641 \u0639\u0644\u064a\u0647\u0627 \u0641\u064a \u0631\u062d\u0644\u062a\u0643 \u0645\u0639 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a:<\/span><\/span><\/div>\n
\"\"<\/div>\n<\/div>\n
\n

1. TensorFlow \u0648 Keras: \u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642<\/span><\/span><\/h4>\n<\/div>\n
\n
\u2022<\/span><\/span>TensorFlow:<\/span><\/span> \u0647\u0648 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u062a\u0645 \u062a\u0637\u0648\u064a\u0631\u0647 \u0628\u0648\u0627\u0633\u0637\u0629 \u062c\u0648\u062c\u0644\u060c \u0648\u064a\u064f\u0639\u062f \u0645\u0646 \u0623\u0642\u0648\u0649 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0644\u0628\u0646\u0627\u0621 \u0648\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 (Deep Learning). \u064a\u0633\u062a\u062e\u062f\u0645 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631\u060c \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u060c \u0648\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0648\u0635\u064a\u0629. \u064a\u062a\u0645\u064a\u0632 \u0628\u0642\u062f\u0631\u062a\u0647 \u0639\u0644\u0649 \u0627\u0644\u0639\u0645\u0644 \u0639\u0644\u0649 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPUs) \u0648\u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a (GPUs)\u060c \u0645\u0645\u0627 \u064a\u0633\u0631\u0639 \u0645\u0646 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>Keras:<\/span><\/span> \u0647\u064a \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u062a\u0639\u0645\u0644 \u0641\u0648\u0642 TensorFlow (\u0623\u0648 Theano \u0648 CNTK \u0633\u0627\u0628\u0642\u064b\u0627). \u062a\u062c\u0639\u0644 Keras \u0639\u0645\u0644\u064a\u0629 \u0628\u0646\u0627\u0621 \u0648\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0623\u0633\u0647\u0644 \u0648\u0623\u0633\u0631\u0639 \u0628\u0643\u062b\u064a\u0631\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0631\u063a\u0628\u0648\u0646 \u0641\u064a \u0627\u0644\u0628\u062f\u0621 \u0628\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u062f\u0648\u0646 \u0627\u0644\u063a\u0648\u0635 \u0641\u064a \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0644\u0640 TensorFlow \u0645\u0628\u0627\u0634\u0631\u0629. \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0628\u0646\u0627\u0621 \u0634\u0628\u0643\u0629 \u0639\u0635\u0628\u064a\u0629 \u0628\u0633\u064a\u0637\u0629 \u0628\u0628\u0636\u0639\u0629 \u0623\u0633\u0637\u0631 \u0645\u0646 \u0627\u0644\u0643\u0648\u062f \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Keras.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n

2. PyTorch: \u0627\u0644\u0645\u0631\u0648\u0646\u0629 \u0648\u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0639\u0644\u0645\u064a<\/span><\/span><\/h4>\n<\/div>\n
\n
\u2022<\/span><\/span>PyTorch:<\/span><\/span> \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0622\u062e\u0631 \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u062a\u0645 \u062a\u0637\u0648\u064a\u0631\u0647 \u0628\u0648\u0627\u0633\u0637\u0629 \u0641\u064a\u0633\u0628\u0648\u0643. \u064a\u0634\u062a\u0647\u0631 PyTorch \u0628\u0645\u0631\u0648\u0646\u062a\u0647 \u0648\u0633\u0647\u0648\u0644\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0645\u0641\u0636\u0644\u0627\u064b \u0644\u062f\u0649 \u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0648\u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u062d\u062a\u0627\u062c\u0648\u0646 \u0625\u0644\u0649 \u0642\u062f\u0631 \u0623\u0643\u0628\u0631 \u0645\u0646 \u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0646\u0645\u0627\u0630\u062c\u0647\u0645. \u064a\u062a\u0645\u064a\u0632 \u0628\u0646\u0638\u0627\u0645 \u0627\u0644\u062d\u0633\u0627\u0628 \u0627\u0644\u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a (Dynamic Computation Graph) \u0627\u0644\u0630\u064a \u064a\u0633\u0647\u0644 \u0639\u0645\u0644\u064a\u0629 \u062a\u0635\u062d\u064a\u062d \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0648\u0627\u0644\u062a\u062c\u0631\u064a\u0628.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n

3. NLTK \u0648 SpaCy: \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP)<\/span><\/span><\/h4>\n<\/div>\n
\n
\u2022<\/span><\/span>NLTK (Natural Language Toolkit):<\/span><\/span> \u0647\u064a \u0645\u0643\u062a\u0628\u0629 \u0631\u0627\u0626\u062f\u0629 \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629. \u062a\u0648\u0641\u0631 \u0623\u062f\u0648\u0627\u062a \u0642\u0648\u064a\u0629 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0646\u0635\u0648\u0635\u060c \u0645\u062b\u0644 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0648\u0627\u0644\u062c\u0645\u0644\u060c \u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0645\u062a\u0648\u0642\u0641\u0629 (Stop Words)\u060c \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062c\u0630\u0648\u0631 (Stemming)\u060c \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u0645\u0627\u0629 (Named Entity Recognition). \u062a\u064f\u0633\u062a\u062e\u062f\u0645 NLTK \u0641\u064a \u0628\u0646\u0627\u0621 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062b\u0644 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629\u060c \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631\u060c \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0646\u0635\u0648\u0635.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>SpaCy:<\/span><\/span> \u0645\u0643\u062a\u0628\u0629 \u0623\u062e\u0631\u0649 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u060c \u062a\u062a\u0645\u064a\u0632 \u0628\u0633\u0631\u0639\u062a\u0647\u0627 \u0648\u0643\u0641\u0627\u0621\u062a\u0647\u0627 \u0627\u0644\u0639\u0627\u0644\u064a\u0629\u060c \u0648\u062a\u064f\u0639\u062f \u062e\u064a\u0627\u0631\u064b\u0627 \u0645\u0645\u062a\u0627\u0632\u064b\u0627 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0623\u062f\u0627\u0621\u064b \u0639\u0627\u0644\u064a\u064b\u0627. \u062a\u0648\u0641\u0631 \u0646\u0645\u0627\u0630\u062c \u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0644\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0644\u063a\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0633\u0647\u0644 \u0627\u0644\u0628\u062f\u0621 \u0641\u064a \u0645\u0634\u0627\u0631\u064a\u0639 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n

4. OpenCV: \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 (Computer Vision)<\/span><\/span><\/h4>\n<\/div>\n
\n
\u2022<\/span><\/span>OpenCV (Open Source Computer Vision Library):<\/span><\/span> \u0645\u0643\u062a\u0628\u0629 \u0642\u0648\u064a\u0629 \u0648\u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a \u0644\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629. \u062a\u064f\u0633\u062a\u062e\u062f\u0645 OpenCV \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647\u060c \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a\u060c \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0641\u064a\u062f\u064a\u0648\u060c \u0648\u0627\u0644\u0648\u0627\u0642\u0639 \u0627\u0644\u0645\u0639\u0632\u0632. \u064a\u0645\u0643\u0646 \u0644\u0645\u0628\u0631\u0645\u062c\u064a \u0628\u0627\u064a\u062b\u0648\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 OpenCV \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0641\u064a\u062f\u064a\u0648\u060c \u0648\u062a\u0637\u0628\u064a\u0642 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0644\u064a\u0647\u0627 \u0644\u0628\u0646\u0627\u0621 \u0623\u0646\u0638\u0645\u0629 \u0631\u0624\u064a\u0629 \u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0645\u062a\u0642\u062f\u0645\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n

\u062f\u0631\u0627\u0633\u0627\u062a \u062d\u0627\u0644\u0629: \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u0648\u0627\u0642\u0639\u064a<\/span><\/span><\/h2>\n<\/div>\n
\n
\u0644\u0641\u0647\u0645 \u0645\u062f\u0649 \u0642\u0648\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u062f\u0639\u0646\u0627 \u0646\u0633\u062a\u0639\u0631\u0636 \u0628\u0639\u0636 \u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629 \u0644\u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0645\u0627 \u0641\u064a \u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a:<\/span><\/span><\/div>\n<\/div>\n
\n

1. \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0648\u0635\u064a\u0629 (Recommendation Systems)<\/span><\/span><\/h3>\n<\/div>\n
\n
\u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0648\u0635\u064a\u0629 \u0641\u064a \u0643\u0644 \u0645\u0643\u0627\u0646 \u0627\u0644\u064a\u0648\u0645\u060c \u0645\u0646 \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062a\u062c\u0627\u0631\u0629 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629 \u0645\u062b\u0644 \u0623\u0645\u0627\u0632\u0648\u0646 \u0625\u0644\u0649 \u062e\u062f\u0645\u0627\u062a \u0628\u062b \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0645\u062b\u0644 \u0646\u062a\u0641\u0644\u064a\u0643\u0633. \u062a\u0642\u0648\u0645 \u0647\u0630\u0647 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0628\u062a\u062d\u0644\u064a\u0644 \u0633\u0644\u0648\u0643 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0648\u062a\u0641\u0636\u064a\u0644\u0627\u062a\u0647\u0645 \u0644\u062a\u0642\u062f\u064a\u0645 \u062a\u0648\u0635\u064a\u0627\u062a \u0645\u062e\u0635\u0635\u0629 \u0644\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0623\u0648 \u0627\u0644\u0645\u062d\u062a\u0648\u0649. \u062a\u064f\u0628\u0646\u0649 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0645\u062b\u0644 Scikit-learn \u0648 TensorFlow.<\/span><\/span><\/div>\n<\/div>\n
\n

2. \u0627\u0644\u0633\u064a\u0627\u0631\u0627\u062a \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u062f\u0629 (Self-Driving Cars)<\/span><\/span><\/h3>\n<\/div>\n
\n
\u062a\u0639\u062a\u0645\u062f \u0627\u0644\u0633\u064a\u0627\u0631\u0627\u062a \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0644\u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u0642\u064a\u0627\u062f\u0629. \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0641\u064a \u062a\u0637\u0648\u064a\u0631 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u062c\u0633\u0627\u0645\u060c \u062a\u062a\u0628\u0639 \u0627\u0644\u0645\u0633\u0627\u0631\u060c \u0648\u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u062d\u0631\u0643\u0629 \u0644\u0647\u0630\u0647 \u0627\u0644\u0633\u064a\u0627\u0631\u0627\u062a\u060c \u0628\u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0645\u0643\u062a\u0628\u0627\u062a \u0645\u062b\u0644 OpenCV \u0648 TensorFlow.<\/span><\/span><\/div>\n<\/div>\n
\n

3. \u0627\u0644\u062a\u0634\u062e\u064a\u0635 \u0627\u0644\u0637\u0628\u064a \u0627\u0644\u0645\u0633\u0627\u0639\u062f (Medical Diagnosis Assistance)<\/span><\/span><\/h3>\n<\/div>\n
\n
\u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629\u060c \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0637\u0628\u064a\u0629 (\u0645\u062b\u0644 \u0627\u0644\u0623\u0634\u0639\u0629 \u0627\u0644\u0633\u064a\u0646\u064a\u0629 \u0648\u0627\u0644\u0631\u0646\u064a\u0646 \u0627\u0644\u0645\u063a\u0646\u0627\u0637\u064a\u0633\u064a) \u0644\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0641\u064a \u062a\u0634\u062e\u064a\u0635 \u0627\u0644\u0623\u0645\u0631\u0627\u0636 \u0628\u062f\u0642\u0629 \u0623\u0643\u0628\u0631 \u0648\u0633\u0631\u0639\u0629 \u0623\u0639\u0644\u0649. \u064a\u0645\u0643\u0646 \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0639\u0644\u0649 \u0643\u0645\u064a\u0627\u062a \u0647\u0627\u0626\u0644\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0629 \u0627\u0643\u062a\u0634\u0627\u0641 \u0623\u0646\u0645\u0627\u0637 \u0642\u062f \u064a\u0635\u0639\u0628 \u0639\u0644\u0649 \u0627\u0644\u0639\u064a\u0646 \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0645\u0644\u0627\u062d\u0638\u062a\u0647\u0627.<\/span><\/span><\/div>\n<\/div>\n
\n

4. \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 (Chatbots) \u0648\u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0627\u062a \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629<\/span><\/span><\/h3>\n<\/div>\n
\n
\u062a\u064f\u0639\u062f \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0648\u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0627\u062a \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 (\u0645\u062b\u0644 Siri \u0648 Alexa) \u0623\u0645\u062b\u0644\u0629 \u0628\u0627\u0631\u0632\u0629 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629. \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0645\u0643\u062a\u0628\u0627\u062a \u0645\u062b\u0644 NLTK \u0648 SpaCy \u0641\u064a \u0628\u0646\u0627\u0621 \u0647\u0630\u0647 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0644\u0641\u0647\u0645 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0628\u0634\u0631\u064a\u0629\u060c \u0648\u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0644\u0644\u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a\u060c \u0648\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0645\u0647\u0627\u0645.<\/span><\/span><\/div>\n<\/div>\n
\n

5. \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0627\u0644\u064a \u0648\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0623\u0633\u0648\u0627\u0642<\/span><\/span><\/h3>\n<\/div>\n
\n
\u0641\u064a \u0627\u0644\u0642\u0637\u0627\u0639 \u0627\u0644\u0645\u0627\u0644\u064a\u060c \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0627\u0644\u0636\u062e\u0645\u0629\u060c \u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0623\u0633\u0647\u0645\u060c \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0644. \u062a\u0633\u0627\u0639\u062f \u0645\u0643\u062a\u0628\u0627\u062a \u0645\u062b\u0644 Pandas \u0648 NumPy \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0644\u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0646\u0628\u0624.<\/span><\/span><\/div>\n<\/div>\n
\n

\u062a\u0639\u0632\u064a\u0632 \u0641\u0631\u0635\u0643 \u0627\u0644\u0645\u0647\u0646\u064a\u0629: \u0627\u0644\u0634\u0647\u0627\u062f\u0627\u062a \u0648\u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f\u0627\u062a<\/span><\/span><\/h2>\n<\/div>\n
\n
\u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a \u0627\u0644\u064a\u0648\u0645\u060c \u0644\u0627 \u064a\u0643\u0641\u064a \u0627\u0645\u062a\u0644\u0627\u0643 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0641\u062d\u0633\u0628\u060c \u0628\u0644 \u064a\u062c\u0628 \u0623\u064a\u0636\u064b\u0627 \u062a\u0648\u062b\u064a\u0642\u0647\u0627 \u0628\u0634\u0647\u0627\u062f\u0627\u062a \u0645\u0639\u062a\u0645\u062f\u0629. \u062a\u064f\u0639\u062f \u0627\u0644\u0634\u0647\u0627\u062f\u0627\u062a \u062f\u0644\u064a\u0644\u0627\u064b \u0642\u0648\u064a\u064b\u0627 \u0644\u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0639\u0645\u0644 \u0639\u0644\u0649 \u0623\u0646\u0643 \u062a\u0645\u062a\u0644\u0643 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0648\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u0647\u0627\u0645 \u0628\u0641\u0639\u0627\u0644\u064a\u0629. \u0641\u064a \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a\u060c \u0646\u062f\u0631\u0643 \u0623\u0647\u0645\u064a\u0629 \u0630\u0644\u0643\u060c \u0648\u0644\u0630\u0627 \u0641\u0625\u0646\u0646\u0627 \u0646\u0642\u062f\u0645 \u0634\u0647\u0627\u062f\u0627\u062a \u0645\u0639\u062a\u0645\u062f\u0629 \u0639\u0646\u062f \u0625\u062a\u0645\u0627\u0645 \u062f\u0648\u0631\u0627\u062a\u0646\u0627 \u0628\u0646\u062c\u0627\u062d.<\/span><\/span><\/div>\n<\/div>\n
\n

\u0623\u0647\u0645\u064a\u0629 \u0627\u0644\u0634\u0647\u0627\u062f\u0627\u062a \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629:<\/span><\/span><\/h3>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0625\u062b\u0628\u0627\u062a \u0627\u0644\u0643\u0641\u0627\u0621\u0629:<\/span><\/span> \u062a\u064f\u0638\u0647\u0631 \u0627\u0644\u0634\u0647\u0627\u062f\u0629 \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629 \u0623\u0646\u0643 \u0642\u062f \u0627\u062c\u062a\u0632\u062a \u0628\u0631\u0646\u0627\u0645\u062c\u064b\u0627 \u062a\u062f\u0631\u064a\u0628\u064a\u064b\u0627 \u0635\u0627\u0631\u0645\u064b\u0627 \u0648\u0627\u0643\u062a\u0633\u0628\u062a \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u062d\u062f\u062f\u0629 \u0645\u0646 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u0633\u064a\u0631\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629:<\/span><\/span> \u062a\u062c\u0639\u0644 \u0633\u064a\u0631\u062a\u0643 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0623\u0643\u062b\u0631 \u062c\u0627\u0630\u0628\u064a\u0629 \u0644\u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0639\u0645\u0644 \u0648\u062a\u0632\u064a\u062f \u0645\u0646 \u0641\u0631\u0635\u0643 \u0641\u064a \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0645\u0642\u0627\u0628\u0644\u0627\u062a \u0639\u0645\u0644.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u0627\u0639\u062a\u0631\u0627\u0641 \u0627\u0644\u0645\u0647\u0646\u064a:<\/span><\/span> \u062a\u0645\u0646\u062d\u0643 \u0627\u0644\u0634\u0647\u0627\u062f\u0627\u062a \u0627\u0639\u062a\u0631\u0627\u0641\u064b\u0627 \u0645\u0647\u0646\u064a\u064b\u0627 \u0641\u064a \u0645\u062c\u0627\u0644\u0643\u060c \u0645\u0645\u0627 \u064a\u0639\u0632\u0632 \u0645\u0646 \u0645\u0635\u062f\u0627\u0642\u064a\u062a\u0643 \u0643\u0645\u062a\u062e\u0635\u0635.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0641\u0631\u0635 \u0627\u0644\u062a\u0631\u0642\u064a\u0629:<\/span><\/span> \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0641\u062a\u062d \u0627\u0644\u0634\u0647\u0627\u062f\u0627\u062a \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629 \u0623\u0628\u0648\u0627\u0628\u064b\u0627 \u0644\u0641\u0631\u0635 \u062a\u0631\u0642\u064a\u0629 \u0648\u0638\u064a\u0641\u064a\u0629 \u0648\u0632\u064a\u0627\u062f\u0629 \u0641\u064a \u0627\u0644\u0631\u0627\u062a\u0628.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n

\u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0641\u064a \u062a\u0639\u0644\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u062a\u063a\u0644\u0628 \u0639\u0644\u064a\u0647\u0627<\/span><\/span><\/h2>\n<\/div>\n
\n
\u0631\u062d\u0644\u0629 \u062a\u0639\u0644\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0642\u062f \u062a\u0643\u0648\u0646 \u0645\u0644\u064a\u0626\u0629 \u0628\u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a\u060c \u0648\u0644\u0643\u0646 \u0645\u0639 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u0635\u062d\u064a\u062d\u0629\u060c \u064a\u0645\u0643\u0646 \u0627\u0644\u062a\u063a\u0644\u0628 \u0639\u0644\u064a\u0647\u0627. \u0625\u0644\u064a\u0643 \u0628\u0639\u0636 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0648\u0643\u064a\u0641 \u062a\u0633\u0627\u0639\u062f\u0643 \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a \u0641\u064a \u0627\u0644\u062a\u063a\u0644\u0628 \u0639\u0644\u064a\u0647\u0627:<\/span><\/span><\/div>\n<\/div>\n
\n

1. \u0635\u0639\u0648\u0628\u0629 \u0641\u0647\u0645 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0645\u062c\u0631\u062f\u0629<\/span><\/span><\/h3>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u062a\u062d\u062f\u064a:<\/span><\/span> \u0642\u062f \u064a\u062c\u062f \u0627\u0644\u0645\u0628\u062a\u062f\u0626\u0648\u0646 \u0635\u0639\u0648\u0628\u0629 \u0641\u064a \u0641\u0647\u0645 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u0645\u062c\u0631\u062f\u0629 \u0645\u062b\u0644 \u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u062d\u0644 \u0645\u0646 \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629:<\/span><\/span> \u064a\u0639\u062a\u0645\u062f \u0645\u0646\u0647\u062c\u0646\u0627 \u0639\u0644\u0649 \u062a\u0628\u0633\u064a\u0637 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629. \u064a\u062d\u0631\u0635 \u0627\u0644\u0645\u062f\u0631\u0628\u0648\u0646 \u0639\u0644\u0649 \u0634\u0631\u062d \u0643\u0644 \u0645\u0641\u0647\u0648\u0645 \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629\u060c \u0645\u0639 \u062a\u0648\u0641\u064a\u0631 \u062a\u0645\u0627\u0631\u064a\u0646 \u062a\u0641\u0627\u0639\u0644\u064a\u0629 \u0644\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u0641\u0647\u0645.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n

2. \u0627\u0644\u0625\u062d\u0628\u0627\u0637 \u0645\u0646 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 (Bugs)<\/span><\/span><\/h3>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u062a\u062d\u062f\u064a:<\/span><\/span> \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u062c\u0632\u0621 \u0644\u0627 \u064a\u062a\u062c\u0632\u0623 \u0645\u0646 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629\u060c \u0648\u0642\u062f \u062a\u0633\u0628\u0628 \u0627\u0644\u0625\u062d\u0628\u0627\u0637 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u062d\u0644 \u0645\u0646 \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629:<\/span><\/span> \u0646\u0631\u0643\u0632 \u0641\u064a \u062f\u0648\u0631\u0627\u062a\u0646\u0627 \u0639\u0644\u0649 \u062a\u0639\u0644\u064a\u0645 \u0645\u0647\u0627\u0631\u0627\u062a \u062a\u0635\u062d\u064a\u062d \u0627\u0644\u0623\u062e\u0637\u0627\u0621 (Debugging) \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644. \u0646\u0648\u0641\u0631 \u0628\u064a\u0626\u0629 \u062f\u0627\u0639\u0645\u0629 \u062d\u064a\u062b \u064a\u0645\u0643\u0646 \u0644\u0644\u0637\u0644\u0627\u0628 \u0637\u0631\u062d \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0648\u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0645\u0646 \u0627\u0644\u0645\u062f\u0631\u0628\u064a\u0646 \u0648\u0627\u0644\u0632\u0645\u0644\u0627\u0621\u060c \u0645\u0645\u0627 \u064a\u062d\u0648\u0644 \u0627\u0644\u0625\u062d\u0628\u0627\u0637 \u0625\u0644\u0649 \u0641\u0631\u0635\u0629 \u0644\u0644\u062a\u0639\u0644\u0645.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n

3. \u0645\u0648\u0627\u0643\u0628\u0629 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0627\u0644\u0633\u0631\u064a\u0639\u0629<\/span><\/span><\/h3>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u062a\u062d\u062f\u064a:<\/span><\/span> \u064a\u062a\u0637\u0648\u0631 \u0639\u0627\u0644\u0645 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0628\u0633\u0631\u0639\u0629 \u0641\u0627\u0626\u0642\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644 \u0645\u0648\u0627\u0643\u0628\u0629 \u0623\u062d\u062f\u062b \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u062a\u062d\u062f\u064a\u064b\u0627.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u062d\u0644 \u0645\u0646 \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629:<\/span><\/span> \u064a\u062a\u0645 \u062a\u062d\u062f\u064a\u062b \u0645\u0646\u0647\u062c\u0646\u0627 \u0627\u0644\u062f\u0631\u0627\u0633\u064a \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0644\u064a\u0639\u0643\u0633 \u0623\u062d\u062f\u062b \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0643\u0645\u0627 \u0646\u0634\u062c\u0639 \u0637\u0644\u0627\u0628\u0646\u0627 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u0648\u0646\u0648\u0641\u0631 \u0644\u0647\u0645 \u0645\u0635\u0627\u062f\u0631 \u0644\u0645\u062a\u0627\u0628\u0639\u0629 \u0627\u0644\u062c\u062f\u064a\u062f \u0641\u064a \u0627\u0644\u0645\u062c\u0627\u0644.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n

4. \u0628\u0646\u0627\u0621 \u0645\u0634\u0627\u0631\u064a\u0639 \u062d\u0642\u064a\u0642\u064a\u0629<\/span><\/span><\/h3>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u062a\u062d\u062f\u064a:<\/span><\/span> \u0642\u062f \u064a\u062c\u062f \u0627\u0644\u0645\u0628\u062a\u062f\u0626\u0648\u0646 \u0635\u0639\u0648\u0628\u0629 \u0641\u064a \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0645\u0646 \u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0646\u0638\u0631\u064a\u0629 \u0625\u0644\u0649 \u0628\u0646\u0627\u0621 \u0645\u0634\u0627\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u062d\u0644 \u0645\u0646 \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629:<\/span><\/span> \u062a\u0631\u0643\u0632 \u062f\u0648\u0631\u0627\u062a\u0646\u0627 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u064a\u0629. \u0645\u0646 \u062e\u0644\u0627\u0644 \u0628\u0646\u0627\u0621 \u0645\u0634\u0627\u0631\u064a\u0639 \u0635\u063a\u064a\u0631\u0629 \u0648\u0645\u062a\u0648\u0633\u0637\u0629 \u0627\u0644\u062d\u062c\u0645\u060c \u064a\u0643\u062a\u0633\u0628 \u0627\u0644\u0637\u0644\u0627\u0628 \u0627\u0644\u062e\u0628\u0631\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u062a\u0637\u0628\u064a\u0642 \u0645\u0627 \u062a\u0639\u0644\u0645\u0648\u0647 \u0641\u064a \u0633\u064a\u0627\u0642\u0627\u062a \u0648\u0627\u0642\u0639\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0639\u0632\u0632 \u062b\u0642\u062a\u0647\u0645 \u0628\u0642\u062f\u0631\u0627\u062a\u0647\u0645.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n

\u0627\u0644\u062c\u0627\u0646\u0628 \u0627\u0644\u0639\u0645\u0644\u064a \u0641\u064a \u062f\u0648\u0631\u0627\u062a \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a<\/span><\/span><\/h2>\n<\/div>\n
\n
\u0646\u0624\u0645\u0646 \u0641\u064a \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a \u0628\u0623\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0641\u0639\u0627\u0644 \u0644\u0627 \u064a\u0643\u062a\u0645\u0644 \u0625\u0644\u0627 \u0628\u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0639\u0645\u0644\u064a \u0627\u0644\u0645\u0643\u062b\u0641. \u0644\u0630\u0644\u0643\u060c \u0635\u064f\u0645\u0645\u062a \u062f\u0648\u0631\u0627\u062a\u0646\u0627 \u0644\u062a\u0643\u0648\u0646 \u0639\u0645\u0644\u064a\u0629 \u0648\u062a\u0641\u0627\u0639\u0644\u064a\u0629 \u0642\u062f\u0631 \u0627\u0644\u0625\u0645\u0643\u0627\u0646\u060c \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u062a\u0632\u0648\u064a\u062f \u0627\u0644\u0637\u0644\u0627\u0628 \u0628\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062d\u062a\u0627\u062c\u0648\u0646\u0647\u0627 \u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062d\u0642\u064a\u0642\u064a.<\/span><\/span><\/div>\n<\/div>\n
\n

1. \u0648\u0631\u0634 \u0639\u0645\u0644 \u062a\u0641\u0627\u0639\u0644\u064a\u0629<\/span><\/span><\/h3>\n<\/div>\n
\n
\u062a\u062a\u0636\u0645\u0646 \u0643\u0644 \u062f\u0648\u0631\u0629 \u0648\u0631\u0634 \u0639\u0645\u0644 \u062a\u0641\u0627\u0639\u0644\u064a\u0629 \u062d\u064a\u062b \u064a\u0642\u0648\u0645 \u0627\u0644\u0637\u0644\u0627\u0628 \u0628\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u062a\u064a \u062a\u0639\u0644\u0645\u0648\u0647\u0627 \u0628\u0634\u0643\u0644 \u0645\u0628\u0627\u0634\u0631. \u0647\u0630\u0647 \u0627\u0644\u0648\u0631\u0634 \u062a\u0648\u0641\u0631 \u0641\u0631\u0635\u0629 \u0645\u0645\u062a\u0627\u0632\u0629 \u0644\u0644\u062a\u062f\u0631\u0628 \u0639\u0644\u0649 \u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0643\u0648\u062f\u060c \u062d\u0644 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a\u060c \u0648\u062a\u0635\u062d\u064a\u062d \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u062a\u062d\u062a \u0625\u0634\u0631\u0627\u0641 \u0627\u0644\u0645\u062f\u0631\u0628\u064a\u0646.<\/span><\/span><\/div>\n<\/div>\n
\n

2. \u0645\u0634\u0627\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0629 \u0645\u062a\u062f\u0631\u062c\u0629 \u0627\u0644\u0635\u0639\u0648\u0628\u0629<\/span><\/span><\/h3>\n<\/div>\n
\n
\u062a\u0628\u062f\u0623 \u0627\u0644\u062f\u0648\u0631\u0627\u062a \u0628\u0645\u0634\u0627\u0631\u064a\u0639 \u0628\u0633\u064a\u0637\u0629 \u0644\u062a\u0631\u0633\u064a\u062e \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a\u060c \u062b\u0645 \u062a\u062a\u062f\u0631\u062c \u0641\u064a \u0627\u0644\u0635\u0639\u0648\u0628\u0629 \u0644\u062a\u0634\u0645\u0644 \u0645\u0634\u0627\u0631\u064a\u0639 \u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627 \u062a\u062a\u0646\u0627\u0648\u0644 \u062a\u062d\u062f\u064a\u0627\u062a \u0648\u0627\u0642\u0639\u064a\u0629 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062b\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u062a\u0633\u0627\u0639\u062f \u0627\u0644\u0637\u0644\u0627\u0628 \u0639\u0644\u0649 \u0628\u0646\u0627\u0621 \u0645\u062d\u0641\u0638\u0629 \u0623\u0639\u0645\u0627\u0644 \u0642\u0648\u064a\u0629.<\/span><\/span><\/div>\n<\/div>\n
\n

3. \u062a\u062d\u062f\u064a\u0627\u062a \u0628\u0631\u0645\u062c\u064a\u0629 (Coding Challenges)<\/span><\/span><\/h3>\n<\/div>\n
\n
\u0646\u0648\u0641\u0631 \u062a\u062d\u062f\u064a\u0627\u062a \u0628\u0631\u0645\u062c\u064a\u0629 \u0645\u0646\u062a\u0638\u0645\u0629 \u0644\u062a\u0634\u062c\u064a\u0639 \u0627\u0644\u0637\u0644\u0627\u0628 \u0639\u0644\u0649 \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0627\u0644\u0646\u0642\u062f\u064a \u0648\u062a\u0637\u0648\u064a\u0631 \u0645\u0647\u0627\u0631\u0627\u062a \u062d\u0644 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a. \u0647\u0630\u0647 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u062a\u062d\u0627\u0643\u064a \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u0642\u062f \u064a\u0648\u0627\u062c\u0647\u0648\u0646\u0647\u0627 \u0641\u064a \u0628\u064a\u0626\u0629 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629.<\/span><\/span><\/div>\n<\/div>\n
\n

4. \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062f\u0648\u0627\u062a \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0635\u0646\u0627\u0639\u064a\u0629<\/span><\/span><\/h3>\n<\/div>\n
\n
\u064a\u062a\u062f\u0631\u0628 \u0627\u0644\u0637\u0644\u0627\u0628 \u0639\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062f\u0648\u0627\u062a \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0634\u0627\u0626\u0639\u0629 \u0641\u064a \u0627\u0644\u0635\u0646\u0627\u0639\u0629\u060c \u0645\u062b\u0644 \u0628\u064a\u0626\u0627\u062a \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0645\u062a\u0643\u0627\u0645\u0644\u0629 (IDEs) \u0645\u062b\u0644 VS Code \u0648 PyCharm\u060c \u0648\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0625\u0635\u062f\u0627\u0631 (Version Control Systems) \u0645\u062b\u0644 Git\u060c \u0645\u0645\u0627 \u064a\u0647\u064a\u0626\u0647\u0645 \u0644\u0644\u0639\u0645\u0644 \u0641\u064a \u0641\u0631\u0642 \u062a\u0637\u0648\u064a\u0631 \u062d\u0642\u064a\u0642\u064a\u0629.<\/span><\/span><\/div>\n<\/div>\n
\n

5. \u062c\u0644\u0633\u0627\u062a \u0645\u0631\u0627\u062c\u0639\u0629 \u0648\u062f\u0639\u0645 \u0641\u0631\u062f\u064a<\/span><\/span><\/h3>\n<\/div>\n
\n
\u0646\u0648\u0641\u0631 \u062c\u0644\u0633\u0627\u062a \u0645\u0631\u0627\u062c\u0639\u0629 \u062f\u0648\u0631\u064a\u0629 \u0648\u062f\u0639\u0645\u064b\u0627 \u0641\u0631\u062f\u064a\u064b\u0627 \u0644\u0644\u0637\u0644\u0627\u0628 \u0627\u0644\u0630\u064a\u0646 \u0642\u062f \u064a\u0648\u0627\u062c\u0647\u0648\u0646 \u0635\u0639\u0648\u0628\u0627\u062a. \u064a\u062d\u0631\u0635 \u0627\u0644\u0645\u062f\u0631\u0628\u0648\u0646 \u0639\u0644\u0649 \u062a\u0642\u062f\u064a\u0645 \u0627\u0644\u062a\u0648\u062c\u064a\u0647 \u0648\u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u0636\u0645\u0627\u0646 \u062a\u0642\u062f\u0645 \u062c\u0645\u064a\u0639 \u0627\u0644\u0637\u0644\u0627\u0628.<\/span><\/span><\/div>\n<\/div>\n
\n

\u0631\u0624\u064a\u0629 \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629 2030 \u0648\u062f\u0648\u0631 \u0628\u0627\u064a\u062b\u0648\u0646 \u0641\u064a \u062a\u062d\u0642\u064a\u0642\u0647\u0627<\/span><\/span><\/h2>\n<\/div>\n
\n
\u062a\u064f\u0639\u062f \u0631\u0624\u064a\u0629 \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629 2030 \u062e\u0627\u0631\u0637\u0629 \u0637\u0631\u064a\u0642 \u0637\u0645\u0648\u062d\u0629 \u0644\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0645\u0645\u0644\u0643\u0629 \u0625\u0644\u0649 \u0642\u0648\u0629 \u0627\u0633\u062a\u062b\u0645\u0627\u0631\u064a\u0629 \u0631\u0627\u0626\u062f\u0629 \u0648\u0645\u0631\u0643\u0632 \u0639\u0627\u0644\u0645\u064a \u064a\u0631\u0628\u0637 \u0627\u0644\u0642\u0627\u0631\u0627\u062a \u0627\u0644\u062b\u0644\u0627\u062b. \u062a\u0636\u0639 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631 \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0641\u064a \u0635\u0645\u064a\u0645 \u0623\u0647\u062f\u0627\u0641\u0647\u0627\u060c \u0648\u062a\u0633\u0639\u0649 \u0625\u0644\u0649 \u0628\u0646\u0627\u0621 \u0627\u0642\u062a\u0635\u0627\u062f \u0631\u0642\u0645\u064a \u0645\u0632\u062f\u0647\u0631 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/span><\/span><\/div>\n<\/div>\n
\n

\u0643\u064a\u0641 \u062a\u0633\u0627\u0647\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0641\u064a \u0631\u0624\u064a\u0629 2030\u061f<\/span><\/span><\/h3>\n<\/div>\n
\n
\u2022<\/span><\/span>\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0643\u0641\u0627\u0621\u0627\u062a \u0627\u0644\u0648\u0637\u0646\u064a\u0629:<\/span><\/span> \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0639\u0644\u064a\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u062a\u0633\u0627\u0647\u0645 \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a \u0641\u064a \u062a\u0637\u0648\u064a\u0631 \u062c\u064a\u0644 \u062c\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0643\u0641\u0627\u0621\u0627\u062a \u0627\u0644\u0648\u0637\u0646\u064a\u0629 \u0627\u0644\u0642\u0627\u062f\u0631\u0629 \u0639\u0644\u0649 \u0642\u064a\u0627\u062f\u0629 \u0627\u0644\u062a\u062d\u0648\u0644 \u0627\u0644\u0631\u0642\u0645\u064a \u0641\u064a \u0627\u0644\u0645\u0645\u0644\u0643\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u062f\u0639\u0645 \u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631:<\/span><\/span> \u062a\u064f\u0639\u062f \u0628\u0627\u064a\u062b\u0648\u0646 \u0623\u062f\u0627\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u062a\u0637\u0648\u064a\u0631 \u062d\u0644\u0648\u0644 \u0645\u0628\u062a\u0643\u0631\u0629 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0645\u062f\u0646 \u0627\u0644\u0630\u0643\u064a\u0629\u060c \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629 \u0627\u0644\u0631\u0642\u0645\u064a\u0629\u060c \u0648\u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u062d\u0643\u0648\u0645\u064a\u0629 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629\u060c \u0648\u0643\u0644\u0647\u0627 \u0631\u0643\u0627\u0626\u0632 \u0623\u0633\u0627\u0633\u064a\u0629 \u0641\u064a \u0631\u0624\u064a\u0629 2030.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629:<\/span><\/span> \u0645\u0639 \u062a\u0632\u0627\u064a\u062f \u062d\u062c\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0642\u0637\u0627\u0639\u0627\u062a\u060c \u062a\u064f\u0645\u0643\u0646 \u0628\u0627\u064a\u062b\u0648\u0646 \u0645\u0646 \u062a\u062d\u0644\u064a\u0644 \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0627\u0633\u062a\u062e\u0644\u0627\u0635 \u0631\u0624\u0649 \u0642\u064a\u0645\u0629 \u062a\u062f\u0639\u0645 \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631 \u0648\u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0643\u0628\u0631\u0649.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a:<\/span><\/span> \u064a\u064f\u0639\u062f \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u062d\u0631\u0643\u064b\u0627 \u0631\u0626\u064a\u0633\u064a\u064b\u0627 \u0644\u0644\u0646\u0645\u0648 \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a \u0648\u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631. \u0628\u0627\u064a\u062b\u0648\u0646 \u0647\u064a \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0645\u0641\u0636\u0644\u0629 \u0644\u062a\u0637\u0648\u064a\u0631 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u064a \u0633\u062a\u0633\u0627\u0647\u0645 \u0641\u064a \u062a\u062d\u0642\u064a\u0642 \u0623\u0647\u062f\u0627\u0641 \u0627\u0644\u0631\u0624\u064a\u0629 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0635\u0646\u0627\u0639\u0629 4.0 \u0648\u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n

\u0645\u0633\u062a\u0642\u0628\u0644 \u0645\u0634\u0631\u0642 \u064a\u0646\u062a\u0638\u0631\u0643 \u0645\u0639 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/span><\/span><\/h2>\n<\/div>\n
\n
\u0625\u0646 \u0627\u062e\u062a\u064a\u0627\u0631 \u062a\u0639\u0644\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u064a\u0648\u0645 \u0647\u0648 \u0642\u0631\u0627\u0631 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a \u064a\u0641\u062a\u062d \u0644\u0643 \u0623\u0628\u0648\u0627\u0628\u064b\u0627 \u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0645\u0647\u0646\u064a \u0645\u0634\u0631\u0642. \u0645\u0639 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0627\u0644\u0645\u062a\u0633\u0627\u0631\u0639\u0629 \u0641\u064a \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627\u060c \u0633\u062a\u0638\u0644 \u0647\u0630\u0647 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0641\u064a \u0635\u062f\u0627\u0631\u0629 \u0627\u0644\u0637\u0644\u0628 \u0644\u0633\u0646\u0648\u0627\u062a \u0642\u0627\u062f\u0645\u0629. \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a \u0645\u0644\u062a\u0632\u0645\u0629 \u0628\u062a\u0642\u062f\u064a\u0645 \u0623\u0641\u0636\u0644 \u062a\u062c\u0631\u0628\u0629 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0644\u062a\u0645\u0643\u064a\u0646\u0643 \u0645\u0646 \u062a\u062d\u0642\u064a\u0642 \u0623\u0642\u0635\u0649 \u0625\u0645\u0643\u0627\u0646\u0627\u062a\u0643 \u0648\u0627\u0644\u0645\u0633\u0627\u0647\u0645\u0629 \u0628\u0641\u0639\u0627\u0644\u064a\u0629 \u0641\u064a \u0628\u0646\u0627\u0621 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0631\u0642\u0645\u064a \u0644\u0644\u0645\u0645\u0644\u0643\u0629 \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629 \u0648\u0627\u0644\u0645\u0646\u0637\u0642\u0629.<\/span><\/span><\/div>\n<\/div>\n
\n
\u0644\u0627 \u062a\u062a\u0631\u062f\u062f \u0641\u064a \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u0646\u062d\u0648 \u0647\u0630\u0627 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0648\u0627\u0639\u062f. \u0627\u0646\u0636\u0645 \u0625\u0644\u0649 \u062f\u0648\u0631\u0627\u062a\u0646\u0627 \u0627\u0644\u064a\u0648\u0645 \u0648\u0643\u0646 \u062c\u0632\u0621\u064b\u0627 \u0645\u0646 \u0627\u0644\u062c\u064a\u0644 \u0627\u0644\u0642\u0627\u062f\u0645 \u0645\u0646 \u0627\u0644\u0645\u0628\u062a\u0643\u0631\u064a\u0646 \u0648\u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646. \u0631\u0642\u0645\u0646\u0627 \u0641\u064a \u0627\u0646\u062a\u0638\u0627\u0631\u0643: <\/span><\/span>01027550208<\/span><\/span>.<\/span><\/span><\/div>\n<\/div>\n
\n

\u0645\u0633\u0627\u0631\u0627\u062a \u0648\u0638\u064a\u0641\u064a\u0629 \u0645\u062a\u0642\u062f\u0645\u0629 \u0644\u062e\u0631\u064a\u062c\u064a \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/span><\/span><\/h2>\n<\/div>\n
\n
\u0628\u0639\u062f \u0625\u062a\u0642\u0627\u0646 \u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u062a\u062a\u0641\u062a\u062d \u0623\u0645\u0627\u0645\u0643 \u0623\u0628\u0648\u0627\u0628 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0648\u0638\u064a\u0641\u064a\u0629 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0645\u0647\u0627\u0631\u0627\u062a \u0645\u062a\u0642\u062f\u0645\u0629. \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a \u0644\u0627 \u062a\u0643\u062a\u0641\u064a \u0628\u062a\u0639\u0644\u064a\u0645\u0643 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a\u060c \u0628\u0644 \u062a\u0624\u0647\u0644\u0643 \u0644\u0645\u062a\u0627\u0628\u0639\u0629 \u0647\u0630\u0647 \u0627\u0644\u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0648\u0627\u0639\u062f\u0629:<\/span><\/span><\/div>\n<\/div>\n
\n

1. \u0645\u0647\u0646\u062f\u0633 \u062a\u0639\u0644\u0645 \u0639\u0645\u064a\u0642 (Deep Learning Engineer)<\/span><\/span><\/h3>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u062f\u0648\u0631:<\/span><\/span> \u062a\u0635\u0645\u064a\u0645\u060c \u062a\u0637\u0648\u064a\u0631\u060c \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0639\u0645\u064a\u0642\u0629 \u0644\u062d\u0644 \u0645\u0634\u0643\u0644\u0627\u062a \u0645\u0639\u0642\u062f\u0629 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 (Computer Vision) \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (Natural Language Processing).<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629:<\/span><\/span> \u0641\u0647\u0645 \u0639\u0645\u064a\u0642 \u0644\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a \u0648\u0631\u0627\u0621 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u062e\u0628\u0631\u0629 \u0641\u064a TensorFlow \u0623\u0648 PyTorch\u060c \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u0639\u0645\u0644 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0643\u0628\u064a\u0631\u0629\u060c \u0648\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0627\u0630\u062c.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0623\u0645\u062b\u0644\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a:<\/span><\/span> \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647\u060c \u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0644\u063a\u0627\u062a\u060c \u0627\u0644\u0633\u064a\u0627\u0631\u0627\u062a \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u062f\u0629\u060c \u0627\u0644\u062a\u0634\u062e\u064a\u0635 \u0627\u0644\u0637\u0628\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n

2. \u0645\u0647\u0646\u062f\u0633 \u0628\u064a\u0627\u0646\u0627\u062a (Data Engineer)<\/span><\/span><\/h3>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u062f\u0648\u0631:<\/span><\/span> \u0628\u0646\u0627\u0621 \u0648\u0635\u064a\u0627\u0646\u0629 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0633\u0645\u062d \u0644\u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0647\u0646\u062f\u0633\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0628\u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627 \u0628\u0641\u0639\u0627\u0644\u064a\u0629. \u064a\u0634\u0645\u0644 \u0630\u0644\u0643 \u062a\u0635\u0645\u064a\u0645 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Pipelines)\u060c \u0648\u0625\u062f\u0627\u0631\u0629 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0636\u0645\u0627\u0646 \u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629:<\/span><\/span> \u062e\u0628\u0631\u0629 \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646\u060c SQL\u060c \u0623\u0646\u0638\u0645\u0629 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (\u0645\u062b\u0644 Hadoop, Spark)\u060c \u0648\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 (AWS, Azure, GCP).<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0623\u0645\u062b\u0644\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a:<\/span><\/span> \u0628\u0646\u0627\u0621 \u0645\u0633\u062a\u0648\u062f\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Warehouses)\u060c \u0623\u0646\u0638\u0645\u0629 ETL (Extract, Transform, Load)\u060c \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n

3. \u0645\u0647\u0646\u062f\u0633 DevOps \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (MLOps Engineer)<\/span><\/span><\/h3>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u062f\u0648\u0631:<\/span><\/span> \u0633\u062f \u0627\u0644\u0641\u062c\u0648\u0629 \u0628\u064a\u0646 \u062a\u0637\u0648\u064a\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0646\u0634\u0631\u0647\u0627 \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0625\u0646\u062a\u0627\u062c. \u064a\u0631\u0643\u0632 \u0645\u0647\u0646\u062f\u0633 MLOps \u0639\u0644\u0649 \u0623\u062a\u0645\u062a\u0629 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0628\u0623\u0643\u0645\u0644\u0647\u0627\u060c \u0645\u0646 \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0625\u0644\u0649 \u0627\u0644\u0646\u0634\u0631 \u0648\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629:<\/span><\/span> \u062e\u0628\u0631\u0629 \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u0623\u062f\u0648\u0627\u062a DevOps (\u0645\u062b\u0644 Docker, Kubernetes, Jenkins)\u060c \u0641\u0647\u0645 \u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0648\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0623\u0645\u062b\u0644\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a:<\/span><\/span> \u0646\u0634\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0645\u0631\u060c \u0645\u0631\u0627\u0642\u0628\u0629 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u060c \u0625\u062f\u0627\u0631\u0629 \u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0627\u0644\u0646\u0645\u0627\u0630\u062c.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n

4. \u0645\u0637\u0648\u0631 \u0648\u064a\u0628 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 (Python Web Developer)<\/span><\/span><\/h3>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u062f\u0648\u0631:<\/span><\/span> \u0628\u0646\u0627\u0621 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0648\u064a\u0628 \u0627\u0644\u0642\u0648\u064a\u0629 \u0648\u0627\u0644\u0641\u0639\u0627\u0644\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0637\u0631 \u0639\u0645\u0644 \u0628\u0627\u064a\u062b\u0648\u0646 \u0645\u062b\u0644 Django \u0648 Flask. \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u062a\u0636\u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648\u0627\u062c\u0647\u0627\u062a \u0645\u0633\u062a\u062e\u062f\u0645 \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0623\u0648 \u0623\u0646\u0638\u0645\u0629 \u062e\u0644\u0641\u064a\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629:<\/span><\/span> \u062e\u0628\u0631\u0629 \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646\u060c Django\/Flask\u060c HTML\/CSS\/JavaScript\u060c \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (SQL\/NoSQL)\u060c \u0648RESTful APIs.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0623\u0645\u062b\u0644\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a:<\/span><\/span> \u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u062a\u062c\u0627\u0631\u0629 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629\u060c \u0623\u0646\u0638\u0645\u0629 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u062d\u062a\u0648\u0649\u060c \u0644\u0648\u062d\u0627\u062a \u0627\u0644\u062a\u062d\u0643\u0645 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n

\u0623\u0647\u0645\u064a\u0629 \u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a\u0627\u062a \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/span><\/span><\/h2>\n<\/div>\n
\n
\u0645\u0639 \u0627\u0644\u062a\u0637\u0648\u0631 \u0627\u0644\u0633\u0631\u064a\u0639 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u062a\u0632\u062f\u0627\u062f \u0623\u0647\u0645\u064a\u0629 \u0627\u0644\u062c\u0627\u0646\u0628 \u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a \u0641\u064a \u062a\u0637\u0648\u064a\u0631 \u0648\u0646\u0634\u0631 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a. \u0641\u064a \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a\u060c \u0646\u0624\u0645\u0646 \u0628\u0636\u0631\u0648\u0631\u0629 \u063a\u0631\u0633 \u0627\u0644\u0648\u0639\u064a \u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a \u0644\u062f\u0649 \u0637\u0644\u0627\u0628\u0646\u0627 \u0644\u0636\u0645\u0627\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0634\u0643\u0644 \u0645\u0633\u0624\u0648\u0644 \u0648\u0645\u0641\u064a\u062f \u0644\u0644\u0645\u062c\u062a\u0645\u0639.<\/span><\/span><\/div>\n<\/div>\n
\n

\u0645\u0628\u0627\u062f\u0626 \u0623\u062e\u0644\u0627\u0642\u064a\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a:<\/span><\/span><\/h3>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u0639\u062f\u0627\u0644\u0629 \u0648\u0627\u0644\u0625\u0646\u0635\u0627\u0641:<\/span><\/span> \u0636\u0645\u0627\u0646 \u0623\u0646 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0627 \u062a\u0645\u064a\u0632 \u0636\u062f \u0623\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0623\u0648 \u0641\u0631\u062f\u060c \u0648\u0623\u0646\u0647\u0627 \u062a\u0648\u0641\u0631 \u0646\u062a\u0627\u0626\u062c \u0639\u0627\u062f\u0644\u0629 \u0648\u0645\u0646\u0635\u0641\u0629 \u0644\u0644\u062c\u0645\u064a\u0639.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u0634\u0641\u0627\u0641\u064a\u0629 \u0648\u0627\u0644\u0642\u0627\u0628\u0644\u064a\u0629 \u0644\u0644\u062a\u0641\u0633\u064a\u0631:<\/span><\/span> \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0641\u0647\u0645 \u0643\u064a\u0641\u064a\u0629 \u0627\u062a\u062e\u0627\u0630 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0642\u0631\u0627\u0631\u0627\u062a\u0647\u0627\u060c \u0648\u062a\u062c\u0646\u0628 “\u0627\u0644\u0635\u0646\u062f\u0648\u0642 \u0627\u0644\u0623\u0633\u0648\u062f” \u0627\u0644\u0630\u064a \u064a\u0635\u0639\u0628 \u062a\u0641\u0633\u064a\u0631 \u0646\u062a\u0627\u0626\u062c\u0647.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0648\u0627\u0644\u0623\u0645\u0627\u0646:<\/span><\/span> \u062d\u0645\u0627\u064a\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0648\u0636\u0645\u0627\u0646 \u0639\u062f\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0628\u0634\u0643\u0644 \u063a\u064a\u0631 \u0645\u0635\u0631\u062d \u0628\u0647\u060c \u0648\u062a\u0623\u0645\u064a\u0646 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0636\u062f \u0627\u0644\u0647\u062c\u0645\u0627\u062a \u0627\u0644\u0633\u064a\u0628\u0631\u0627\u0646\u064a\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u0645\u0633\u0627\u0621\u0644\u0629:<\/span><\/span> \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0633\u0624\u0648\u0644\u064a\u0629 \u0639\u0646 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u062e\u0630\u0647\u0627 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u062e\u0627\u0635\u0629 \u0641\u064a \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0633\u0629 \u0645\u062b\u0644 \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629 \u0623\u0648 \u0627\u0644\u0639\u062f\u0627\u0644\u0629 \u0627\u0644\u062c\u0646\u0627\u0626\u064a\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u062a\u062d\u0643\u0645 \u0627\u0644\u0628\u0634\u0631\u064a:<\/span><\/span> \u0636\u0645\u0627\u0646 \u0628\u0642\u0627\u0621 \u0627\u0644\u0625\u0646\u0633\u0627\u0646 \u0641\u064a \u062d\u0644\u0642\u0629 \u0627\u0644\u062a\u062d\u0643\u0645\u060c \u0648\u0623\u0646 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u064a\u0639\u0645\u0644 \u0643\u0623\u062f\u0627\u0629 \u0645\u0633\u0627\u0639\u062f\u0629 \u0648\u0644\u064a\u0633 \u0643\u0628\u062f\u064a\u0644 \u0643\u0627\u0645\u0644 \u0644\u0644\u0642\u0631\u0627\u0631 \u0627\u0644\u0628\u0634\u0631\u064a.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n

\u0643\u064a\u0641 \u062a\u0633\u062a\u0639\u062f \u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0645\u0647\u0646\u064a \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u061f<\/span><\/span><\/h2>\n<\/div>\n
\n
\u0627\u0644\u062a\u062d\u0636\u064a\u0631 \u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0645\u0647\u0646\u064a \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u064a\u062a\u0637\u0644\u0628 \u0623\u0643\u062b\u0631 \u0645\u0646 \u0645\u062c\u0631\u062f \u062a\u0639\u0644\u0645 \u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646. \u0625\u0644\u064a\u0643 \u0628\u0639\u0636 \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646\u0643 \u0627\u062a\u062e\u0627\u0630\u0647\u0627 \u0644\u062a\u0639\u0632\u064a\u0632 \u0641\u0631\u0635\u0643:<\/span><\/span><\/div>\n<\/div>\n
\n

1. \u0628\u0646\u0627\u0621 \u0623\u0633\u0627\u0633 \u0631\u064a\u0627\u0636\u064a \u0642\u0648\u064a<\/span><\/span><\/h3>\n<\/div>\n
\n
\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0648\u062e\u0627\u0635\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u064a\u0639\u062a\u0645\u062f \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0645\u0641\u0627\u0647\u064a\u0645 \u0631\u064a\u0627\u0636\u064a\u0629 \u0645\u062b\u0644 \u0627\u0644\u062c\u0628\u0631 \u0627\u0644\u062e\u0637\u064a\u060c \u062d\u0633\u0627\u0628 \u0627\u0644\u062a\u0641\u0627\u0636\u0644 \u0648\u0627\u0644\u062a\u0643\u0627\u0645\u0644\u060c \u0648\u0627\u0644\u0625\u062d\u0635\u0627\u0621 \u0648\u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a. \u0641\u0647\u0645 \u0647\u0630\u0647 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0633\u064a\u0633\u0627\u0639\u062f\u0643 \u0639\u0644\u0649 \u0641\u0647\u0645 \u0643\u064a\u0641\u064a\u0629 \u0639\u0645\u0644 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0648\u062a\u0639\u062f\u064a\u0644\u0647\u0627 \u0628\u0641\u0639\u0627\u0644\u064a\u0629.<\/span><\/span><\/div>\n<\/div>\n
\n

2. \u0641\u0647\u0645 \u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a<\/span><\/span><\/h3>\n<\/div>\n
\n
\u062a\u064f\u0639\u062f \u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u062d\u062c\u0631 \u0627\u0644\u0632\u0627\u0648\u064a\u0629 \u0641\u064a \u0639\u0644\u0648\u0645 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631. \u0625\u062a\u0642\u0627\u0646\u0647\u0627 \u0633\u064a\u062c\u0639\u0644\u0643 \u0645\u0628\u0631\u0645\u062c\u064b\u0627 \u0623\u0641\u0636\u0644 \u0648\u0642\u0627\u062f\u0631\u064b\u0627 \u0639\u0644\u0649 \u062d\u0644 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0628\u0643\u0641\u0627\u0621\u0629 \u0623\u0643\u0628\u0631\u060c \u0648\u0647\u0648 \u0623\u0645\u0631 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0641\u064a \u062a\u0637\u0648\u064a\u0631 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/span><\/span><\/div>\n<\/div>\n
\n

3. \u0627\u0644\u0645\u0634\u0627\u0631\u0643\u0629 \u0641\u064a \u0627\u0644\u0645\u0633\u0627\u0628\u0642\u0627\u062a \u0648\u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a<\/span><\/span><\/h3>\n<\/div>\n
\n
\u0627\u0644\u0645\u0634\u0627\u0631\u0643\u0629 \u0641\u064a \u0645\u0633\u0627\u0628\u0642\u0627\u062a \u0645\u062b\u0644 Kaggle \u0623\u0648 \u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0623\u062e\u0631\u0649 \u0647\u064a \u0637\u0631\u064a\u0642\u0629 \u0645\u0645\u062a\u0627\u0632\u0629 \u0644\u062a\u0637\u0628\u064a\u0642 \u0645\u0647\u0627\u0631\u0627\u062a\u0643\u060c \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u0646 \u0627\u0644\u0622\u062e\u0631\u064a\u0646\u060c \u0648\u0628\u0646\u0627\u0621 \u0645\u062d\u0641\u0638\u0629 \u0623\u0639\u0645\u0627\u0644 \u0642\u0648\u064a\u0629. \u0647\u0630\u0647 \u0627\u0644\u0645\u0633\u0627\u0628\u0642\u0627\u062a \u062a\u0648\u0641\u0631 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u062d\u0642\u064a\u0642\u064a\u0629 \u0648\u0645\u0634\u0643\u0644\u0627\u062a \u062a\u062a\u0637\u0644\u0628 \u062d\u0644\u0648\u0644\u064b\u0627 \u0625\u0628\u062f\u0627\u0639\u064a\u0629.<\/span><\/span><\/div>\n<\/div>\n
\n

4. \u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0623\u0648\u0631\u0627\u0642 \u0627\u0644\u0628\u062d\u062b\u064a\u0629 \u0648\u0645\u062a\u0627\u0628\u0639\u0629 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a<\/span><\/span><\/h3>\n<\/div>\n
\n
\u0639\u0627\u0644\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u064a\u062a\u0637\u0648\u0631 \u0628\u0633\u0631\u0639\u0629. \u0627\u0628\u0642\u064e \u0639\u0644\u0649 \u0627\u0637\u0644\u0627\u0639 \u0628\u0623\u062d\u062f\u062b \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0648\u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0623\u0648\u0631\u0627\u0642 \u0627\u0644\u0639\u0644\u0645\u064a\u0629\u060c \u0645\u062a\u0627\u0628\u0639\u0629 \u0627\u0644\u0645\u062f\u0648\u0646\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629\u060c \u0648\u062d\u0636\u0648\u0631 \u0627\u0644\u0645\u0624\u062a\u0645\u0631\u0627\u062a \u0648\u0627\u0644\u0646\u062f\u0648\u0627\u062a.<\/span><\/span><\/div>\n<\/div>\n
\n

5. \u062a\u0637\u0648\u064a\u0631 \u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0648\u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062c\u0645\u0627\u0639\u064a<\/span><\/span><\/h3>\n<\/div>\n
\n
\u0627\u0644\u0639\u0645\u0644 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u0643\u0648\u0646 \u062c\u0645\u0627\u0639\u064a\u064b\u0627. \u062a\u0637\u0648\u064a\u0631 \u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0641\u0639\u0627\u0644\u060c \u0648\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u0639\u0645\u0644 \u0636\u0645\u0646 \u0641\u0631\u064a\u0642\u060c \u0648\u0634\u0631\u062d \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0644\u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u064a\u0646\u060c \u0647\u064a \u0645\u0647\u0627\u0631\u0627\u062a \u0644\u0627 \u062a\u0642\u0644 \u0623\u0647\u0645\u064a\u0629 \u0639\u0646 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629.<\/span><\/span><\/div>\n<\/div>\n
\n

\u0642\u0635\u0635 \u0646\u062c\u0627\u062d \u0645\u0646 \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a<\/span><\/span><\/h2>\n<\/div>\n
\n
\u0646\u0641\u062e\u0631 \u0641\u064a \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a \u0628\u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0642\u0635\u0635 \u0627\u0644\u0646\u062c\u0627\u062d \u0644\u0637\u0644\u0627\u0628\u0646\u0627 \u0627\u0644\u0630\u064a\u0646 \u0628\u062f\u0623\u0648\u0627 \u0631\u062d\u0644\u062a\u0647\u0645 \u0645\u0639\u0646\u0627 \u0648\u0623\u0635\u0628\u062d\u0648\u0627 \u0627\u0644\u0622\u0646 \u0642\u0627\u062f\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627. \u0625\u0644\u064a\u0643 \u0628\u0639\u0636 \u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u0645\u0644\u0647\u0645\u0629:<\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0623\u062d\u0645\u062f \u0627\u0644\u0645\u062d\u0645\u062f\u064a:<\/span><\/span> \u0628\u062f\u0623 \u0623\u062d\u0645\u062f \u0643\u0637\u0627\u0644\u0628 \u0644\u064a\u0633 \u0644\u062f\u064a\u0647 \u0623\u064a \u062e\u0644\u0641\u064a\u0629 \u0628\u0631\u0645\u062c\u064a\u0629. \u0628\u0639\u062f \u0625\u062a\u0645\u0627\u0645\u0647 \u0644\u062f\u0648\u0631\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u062a\u0645\u0643\u0646 \u0645\u0646 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0648\u0638\u064a\u0641\u0629 \u0643\u0645\u0647\u0646\u062f\u0633 \u062a\u0639\u0644\u0645 \u0622\u0644\u064a \u0641\u064a \u0625\u062d\u062f\u0649 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0631\u0627\u0626\u062f\u0629 \u0641\u064a \u0627\u0644\u0631\u064a\u0627\u0636\u060c \u0648\u064a\u0639\u0645\u0644 \u0627\u0644\u0622\u0646 \u0639\u0644\u0649 \u062a\u0637\u0648\u064a\u0631 \u0623\u0646\u0638\u0645\u0629 \u0631\u0624\u064a\u0629 \u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0645\u0628\u062a\u0643\u0631\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0641\u0627\u0637\u0645\u0629 \u0627\u0644\u0632\u0647\u0631\u0627\u0646\u064a:<\/span><\/span> \u0643\u0627\u0646\u062a \u0641\u0627\u0637\u0645\u0629 \u062a\u0639\u0645\u0644 \u0641\u064a \u0645\u062c\u0627\u0644 \u063a\u064a\u0631 \u062a\u0642\u0646\u064a\u060c \u0648\u0644\u0643\u0646 \u0634\u063a\u0641\u0647\u0627 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062f\u0641\u0639\u0647\u0627 \u0644\u0644\u0627\u0646\u0636\u0645\u0627\u0645 \u0625\u0644\u0649 \u062f\u0648\u0631\u0627\u062a\u0646\u0627. \u0628\u0641\u0636\u0644 \u062a\u0641\u0627\u0646\u064a\u0647\u0627 \u0648\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0639\u0645\u0644\u064a \u0627\u0644\u0630\u064a \u062a\u0644\u0642\u062a\u0647\u060c \u0623\u0635\u0628\u062d\u062a \u0627\u0644\u0622\u0646 \u0639\u0627\u0644\u0645\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0634\u0631\u0643\u0629 \u0627\u0633\u062a\u0634\u0627\u0631\u064a\u0629 \u0643\u0628\u0631\u0649 \u0641\u064a \u062f\u0628\u064a\u060c \u0648\u062a\u0633\u0627\u0647\u0645 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 \u0644\u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u062e\u0627\u0644\u062f \u0627\u0644\u0639\u062a\u064a\u0628\u064a:<\/span><\/span> \u0628\u0639\u062f \u062a\u062e\u0631\u062c\u0647 \u0645\u0646 \u0627\u0644\u062c\u0627\u0645\u0639\u0629\u060c \u0623\u0631\u0627\u062f \u062e\u0627\u0644\u062f \u0627\u0644\u062a\u062e\u0635\u0635 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0627\u0646\u0636\u0645 \u0625\u0644\u0649 \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a\u060c \u0648\u0628\u0646\u0649 \u0645\u062d\u0641\u0638\u0629 \u0623\u0639\u0645\u0627\u0644 \u0642\u0648\u064a\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u064a\u0629. \u064a\u0639\u0645\u0644 \u062e\u0627\u0644\u062f \u0627\u0644\u0622\u0646 \u0643\u0645\u0647\u0646\u062f\u0633 MLOps\u060c \u0648\u064a\u0633\u0627\u0639\u062f \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0639\u0644\u0649 \u0646\u0634\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0643\u0641\u0627\u0621\u0629 \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0625\u0646\u062a\u0627\u062c.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u0647\u0630\u0647 \u0627\u0644\u0642\u0635\u0635 \u0644\u064a\u0633\u062a \u0633\u0648\u0649 \u0623\u0645\u062b\u0644\u0629 \u0642\u0644\u064a\u0644\u0629 \u0639\u0644\u0649 \u0645\u0627 \u064a\u0645\u0643\u0646 \u062a\u062d\u0642\u064a\u0642\u0647 \u0628\u0627\u0644\u0627\u0644\u062a\u0632\u0627\u0645 \u0648\u0627\u0644\u0634\u063a\u0641 \u0648\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0635\u062d\u064a\u062d. \u0641\u064a \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a\u060c \u0646\u062d\u0646 \u0645\u0644\u062a\u0632\u0645\u0648\u0646 \u0628\u0645\u0633\u0627\u0639\u062f\u062a\u0643 \u0639\u0644\u0649 \u0643\u062a\u0627\u0628\u0629 \u0642\u0635\u0629 \u0646\u062c\u0627\u062d\u0643 \u0627\u0644\u062e\u0627\u0635\u0629.<\/span><\/span><\/div>\n
\"\"<\/div>\n<\/div>\n
\n

\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u062d\u0648\u0644 \u062f\u0648\u0631\u0627\u062a \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/span><\/span><\/h2>\n<\/div>\n
\n
\u0644\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0628\u0639\u0636 \u0627\u0644\u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0634\u0627\u0626\u0639\u0629\u060c \u0642\u0645\u0646\u0627 \u0628\u062a\u062c\u0645\u064a\u0639 \u0642\u0627\u0626\u0645\u0629 \u0628\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0648\u0627\u0644\u0623\u062c\u0648\u0628\u0629 \u0627\u0644\u062a\u064a \u0642\u062f \u062a\u0647\u0645\u0643:<\/span><\/span><\/div>\n<\/div>\n
\n

\u06331: \u0647\u0644 \u0623\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062e\u0628\u0631\u0629 \u0633\u0627\u0628\u0642\u0629 \u0641\u064a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0644\u0644\u0627\u0646\u0636\u0645\u0627\u0645 \u0625\u0644\u0649 \u062f\u0648\u0631\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646\u061f<\/span><\/span><\/h3>\n<\/div>\n
\n
\u062c1:<\/span><\/span> \u0644\u0627\u060c \u062f\u0648\u0631\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0645\u0635\u0645\u0645\u0629 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u0644\u0623\u0641\u0631\u0627\u062f \u0627\u0644\u0630\u064a\u0646 \u0644\u064a\u0633 \u0644\u062f\u064a\u0647\u0645 \u0623\u064a \u062e\u0644\u0641\u064a\u0629 \u0628\u0631\u0645\u062c\u064a\u0629. \u0646\u0628\u062f\u0623 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631 \u0648\u0646\u0628\u0646\u064a \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629.<\/span><\/span><\/div>\n<\/div>\n
\n

\u06332: \u0645\u0627 \u0647\u064a \u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0644\u0627\u0646\u0636\u0645\u0627\u0645 \u0625\u0644\u0649 \u0627\u0644\u062f\u0648\u0631\u0629\u061f<\/span><\/span><\/h3>\n<\/div>\n
\n
\u062c2:<\/span><\/span> \u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0647\u064a \u062c\u0647\u0627\u0632 \u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0645\u062d\u0645\u0648\u0644 \u0648\u0627\u062a\u0635\u0627\u0644 \u0628\u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a. \u0644\u0627 \u062a\u0648\u062c\u062f \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0645\u0633\u0628\u0642\u0629 \u0644\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629.<\/span><\/span><\/div>\n<\/div>\n
\n

\u06333: \u0647\u0644 \u0627\u0644\u0634\u0647\u0627\u062f\u0629 \u0645\u0639\u062a\u0645\u062f\u0629\u061f<\/span><\/span><\/h3>\n<\/div>\n
\n
\u062c3:<\/span><\/span> \u0646\u0639\u0645\u060c \u064a\u062d\u0635\u0644 \u0627\u0644\u0645\u062a\u062f\u0631\u0628\u0648\u0646 \u0639\u0646\u062f \u0625\u062a\u0645\u0627\u0645 \u0627\u0644\u062f\u0648\u0631\u0629 \u0628\u0646\u062c\u0627\u062d \u0639\u0644\u0649 \u0634\u0647\u0627\u062f\u0629 \u0645\u0639\u062a\u0645\u062f\u0629 \u0645\u0646 \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u0639\u0632\u0632 \u0645\u0646 \u0633\u064a\u0631\u062a\u0647\u0645 \u0627\u0644\u0630\u0627\u062a\u064a\u0629.<\/span><\/span><\/div>\n<\/div>\n
\n

\u06334: \u0647\u0644 \u062a\u0648\u0641\u0631 \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u062f\u0639\u0645\u064b\u0627 \u0628\u0639\u062f \u0627\u0646\u062a\u0647\u0627\u0621 \u0627\u0644\u062f\u0648\u0631\u0629\u061f<\/span><\/span><\/h3>\n<\/div>\n
\n
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\n

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\n
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\n

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\n
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\n

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\n
\u062c7:<\/span><\/span> \u062a\u0641\u062a\u062d \u0627\u0644\u062f\u0648\u0631\u0629 \u0622\u0641\u0627\u0642\u064b\u0627 \u0648\u0627\u0633\u0639\u0629 \u0644\u0641\u0631\u0635 \u0627\u0644\u0639\u0645\u0644 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062b\u0644 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0648\u064a\u0628\u060c \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0641\u064a \u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0646\u0627\u0634\u0626\u0629 \u0648\u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0643\u0628\u0631\u0649 \u0641\u064a \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629 \u0648\u0627\u0644\u0625\u0645\u0627\u0631\u0627\u062a.<\/span><\/span><\/div>\n<\/div>\n
\n

\u06338: \u0643\u064a\u0641 \u064a\u0645\u0643\u0646\u0646\u064a \u0627\u0644\u062a\u0633\u062c\u064a\u0644\u061f<\/span><\/span><\/h3>\n<\/div>\n
\n
\u062c8:<\/span><\/span> \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u062a\u0633\u062c\u064a\u0644 \u0623\u0648 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0639\u0646 \u0637\u0631\u064a\u0642 \u0627\u0644\u0627\u062a\u0635\u0627\u0644 \u0628\u0646\u0627 \u0639\u0644\u0649 \u0627\u0644\u0631\u0642\u0645 <\/span><\/span>01027550208<\/span><\/span> \u0623\u0648 \u0632\u064a\u0627\u0631\u0629 \u0645\u0648\u0642\u0639\u0646\u0627 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a <\/span><\/span>scienceclubacademy.com<\/span><\/span><\/span><\/a>.<\/span><\/span><\/div>\n<\/div>\n
\n
\u0646\u0623\u0645\u0644 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0647\u0630\u0647 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0648\u0627\u0644\u0623\u062c\u0648\u0628\u0629 \u0642\u062f \u063a\u0637\u062a \u0645\u0639\u0638\u0645 \u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a\u0643. \u0625\u0630\u0627 \u0643\u0627\u0646 \u0644\u062f\u064a\u0643 \u0623\u064a \u0623\u0633\u0626\u0644\u0629 \u0623\u062e\u0631\u0649\u060c \u0641\u0644\u0627 \u062a\u062a\u0631\u062f\u062f \u0641\u064a \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0645\u0639\u0646\u0627. \u0641\u0631\u064a\u0642\u0646\u0627 \u0645\u0633\u062a\u0639\u062f \u062f\u0627\u0626\u0645\u064b\u0627 \u0644\u062a\u0642\u062f\u064a\u0645 \u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0629.<\/span><\/span><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

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\u0645\u0639 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: 1. TensorFlow \u0648 Keras: \u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u2022TensorFlow: \u0647\u0648 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u062a\u0645 \u062a\u0637\u0648\u064a\u0631\u0647 \u0628\u0648\u0627\u0633\u0637\u0629 \u062c\u0648\u062c\u0644\u060c \u0648\u064a\u064f\u0639\u062f \u0645\u0646 \u0623\u0642\u0648\u0649 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0644\u0628\u0646\u0627\u0621 \u0648\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 (Deep Learning). \u064a\u0633\u062a\u062e\u062f\u0645 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631\u060c \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u060c \u0648\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0648\u0635\u064a\u0629. \u064a\u062a\u0645\u064a\u0632 \u0628\u0642\u062f\u0631\u062a\u0647 \u0639\u0644\u0649 \u0627\u0644\u0639\u0645\u0644 \u0639\u0644\u0649 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPUs) \u0648\u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a (GPUs)\u060c \u0645\u0645\u0627 \u064a\u0633\u0631\u0639 \u0645\u0646 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631. \u2022Keras: \u0647\u064a \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u062a\u0639\u0645\u0644 \u0641\u0648\u0642 TensorFlow (\u0623\u0648 Theano \u0648 CNTK \u0633\u0627\u0628\u0642\u064b\u0627). \u062a\u062c\u0639\u0644 Keras \u0639\u0645\u0644\u064a\u0629 \u0628\u0646\u0627\u0621 \u0648\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0623\u0633\u0647\u0644 \u0648\u0623\u0633\u0631\u0639 \u0628\u0643\u062b\u064a\u0631\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0631\u063a\u0628\u0648\u0646 \u0641\u064a \u0627\u0644\u0628\u062f\u0621 \u0628\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u062f\u0648\u0646 \u0627\u0644\u063a\u0648\u0635 \u0641\u064a \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0644\u0640 TensorFlow \u0645\u0628\u0627\u0634\u0631\u0629. \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0628\u0646\u0627\u0621 \u0634\u0628\u0643\u0629 \u0639\u0635\u0628\u064a\u0629 \u0628\u0633\u064a\u0637\u0629 \u0628\u0628\u0636\u0639\u0629 \u0623\u0633\u0637\u0631 \u0645\u0646 \u0627\u0644\u0643\u0648\u062f \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Keras. 2. PyTorch: \u0627\u0644\u0645\u0631\u0648\u0646\u0629 \u0648\u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0639\u0644\u0645\u064a \u2022PyTorch: \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0622\u062e\u0631 \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u062a\u0645 \u062a\u0637\u0648\u064a\u0631\u0647 \u0628\u0648\u0627\u0633\u0637\u0629 \u0641\u064a\u0633\u0628\u0648\u0643. \u064a\u0634\u062a\u0647\u0631 PyTorch \u0628\u0645\u0631\u0648\u0646\u062a\u0647 \u0648\u0633\u0647\u0648\u0644\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0645\u0641\u0636\u0644\u0627\u064b \u0644\u062f\u0649 \u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0648\u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u062d\u062a\u0627\u062c\u0648\u0646 \u0625\u0644\u0649 \u0642\u062f\u0631 \u0623\u0643\u0628\u0631 \u0645\u0646 \u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0646\u0645\u0627\u0630\u062c\u0647\u0645. \u064a\u062a\u0645\u064a\u0632 \u0628\u0646\u0638\u0627\u0645 \u0627\u0644\u062d\u0633\u0627\u0628 \u0627\u0644\u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a (Dynamic Computation Graph) \u0627\u0644\u0630\u064a \u064a\u0633\u0647\u0644 \u0639\u0645\u0644\u064a\u0629 \u062a\u0635\u062d\u064a\u062d \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0648\u0627\u0644\u062a\u062c\u0631\u064a\u0628. 3. NLTK \u0648 SpaCy: \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP) \u2022NLTK (Natural Language Toolkit): \u0647\u064a \u0645\u0643\u062a\u0628\u0629 \u0631\u0627\u0626\u062f\u0629 \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629. \u062a\u0648\u0641\u0631 \u0623\u062f\u0648\u0627\u062a \u0642\u0648\u064a\u0629 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0646\u0635\u0648\u0635\u060c \u0645\u062b\u0644 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0648\u0627\u0644\u062c\u0645\u0644\u060c \u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0645\u062a\u0648\u0642\u0641\u0629 (Stop Words)\u060c \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062c\u0630\u0648\u0631 (Stemming)\u060c \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u0645\u0627\u0629 (Named Entity Recognition). \u062a\u064f\u0633\u062a\u062e\u062f\u0645 NLTK \u0641\u064a \u0628\u0646\u0627\u0621 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062b\u0644 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629\u060c \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631\u060c \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0646\u0635\u0648\u0635. \u2022SpaCy: \u0645\u0643\u062a\u0628\u0629 \u0623\u062e\u0631\u0649 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u060c \u062a\u062a\u0645\u064a\u0632 \u0628\u0633\u0631\u0639\u062a\u0647\u0627 \u0648\u0643\u0641\u0627\u0621\u062a\u0647\u0627 \u0627\u0644\u0639\u0627\u0644\u064a\u0629\u060c \u0648\u062a\u064f\u0639\u062f \u062e\u064a\u0627\u0631\u064b\u0627 \u0645\u0645\u062a\u0627\u0632\u064b\u0627 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0623\u062f\u0627\u0621\u064b \u0639\u0627\u0644\u064a\u064b\u0627. \u062a\u0648\u0641\u0631 \u0646\u0645\u0627\u0630\u062c \u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0644\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0644\u063a\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0633\u0647\u0644 \u0627\u0644\u0628\u062f\u0621 \u0641\u064a \u0645\u0634\u0627\u0631\u064a\u0639 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629. 4. OpenCV: \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 (Computer Vision) \u2022OpenCV (Open Source Computer Vision Library): \u0645\u0643\u062a\u0628\u0629 \u0642\u0648\u064a\u0629 \u0648\u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a \u0644\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629. \u062a\u064f\u0633\u062a\u062e\u062f\u0645 OpenCV \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647\u060c \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a\u060c \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0641\u064a\u062f\u064a\u0648\u060c \u0648\u0627\u0644\u0648\u0627\u0642\u0639 \u0627\u0644\u0645\u0639\u0632\u0632. \u064a\u0645\u0643\u0646 \u0644\u0645\u0628\u0631\u0645\u062c\u064a \u0628\u0627\u064a\u062b\u0648\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 OpenCV \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0641\u064a\u062f\u064a\u0648\u060c \u0648\u062a\u0637\u0628\u064a\u0642 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0644\u064a\u0647\u0627 \u0644\u0628\u0646\u0627\u0621 \u0623\u0646\u0638\u0645\u0629 \u0631\u0624\u064a\u0629 \u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0645\u062a\u0642\u062f\u0645\u0629. \u062f\u0631\u0627\u0633\u0627\u062a \u062d\u0627\u0644\u0629: \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u0648\u0627\u0642\u0639\u064a \u0644\u0641\u0647\u0645 \u0645\u062f\u0649 \u0642\u0648\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u062f\u0639\u0646\u0627 \u0646\u0633\u062a\u0639\u0631\u0636 \u0628\u0639\u0636 \u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629 \u0644\u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0645\u0627 \u0641\u064a \u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a: 1. \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0648\u0635\u064a\u0629 (Recommendation Systems) \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0648\u0635\u064a\u0629 \u0641\u064a \u0643\u0644 \u0645\u0643\u0627\u0646 \u0627\u0644\u064a\u0648\u0645\u060c \u0645\u0646 \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062a\u062c\u0627\u0631\u0629 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629 \u0645\u062b\u0644 \u0623\u0645\u0627\u0632\u0648\u0646 \u0625\u0644\u0649 \u062e\u062f\u0645\u0627\u062a \u0628\u062b \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0645\u062b\u0644 \u0646\u062a\u0641\u0644\u064a\u0643\u0633. \u062a\u0642\u0648\u0645 \u0647\u0630\u0647 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0628\u062a\u062d\u0644\u064a\u0644 \u0633\u0644\u0648\u0643 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0648\u062a\u0641\u0636\u064a\u0644\u0627\u062a\u0647\u0645 \u0644\u062a\u0642\u062f\u064a\u0645 \u062a\u0648\u0635\u064a\u0627\u062a \u0645\u062e\u0635\u0635\u0629 \u0644\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0623\u0648 \u0627\u0644\u0645\u062d\u062a\u0648\u0649. \u062a\u064f\u0628\u0646\u0649 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0645\u062b\u0644 Scikit-learn \u0648 TensorFlow. 2. \u0627\u0644\u0633\u064a\u0627\u0631\u0627\u062a \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u062f\u0629 (Self-Driving Cars) \u062a\u0639\u062a\u0645\u062f \u0627\u0644\u0633\u064a\u0627\u0631\u0627\u062a \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0644\u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u0642\u064a\u0627\u062f\u0629. \u062a\u064f\u0633\u062a\u062e\u062f\u0645 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\u0645\u0647\u0646\u062f\u0633 \u062a\u0639\u0644\u0645 \u0639\u0645\u064a\u0642 (Deep Learning Engineer) \u2022\u0627\u0644\u062f\u0648\u0631: \u062a\u0635\u0645\u064a\u0645\u060c \u062a\u0637\u0648\u064a\u0631\u060c \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0639\u0645\u064a\u0642\u0629 \u0644\u062d\u0644 \u0645\u0634\u0643\u0644\u0627\u062a \u0645\u0639\u0642\u062f\u0629 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 (Computer Vision) \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (Natural Language Processing). \u2022\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629: \u0641\u0647\u0645 \u0639\u0645\u064a\u0642 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\u062a\u0635\u0645\u064a\u0645 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Pipelines)\u060c \u0648\u0625\u062f\u0627\u0631\u0629 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0636\u0645\u0627\u0646 \u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u2022\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629: \u062e\u0628\u0631\u0629 \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646\u060c SQL\u060c \u0623\u0646\u0638\u0645\u0629 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (\u0645\u062b\u0644 Hadoop, Spark)\u060c \u0648\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 (AWS, Azure, GCP). \u2022\u0623\u0645\u062b\u0644\u0629 \u0639\u0644\u0649 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\u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646: \u0627\u0628\u062f\u0623 \u0631\u062d\u0644\u062a\u0643 \u0641\u064a \u0639\u0627\u0644\u0645<\/title>\n<meta name=\"description\" content=\"\u0641\u064a \u0639\u0635\u0631 \u0627\u0644\u062a\u062d\u0648\u0644 \u0627\u0644\u0631\u0642\u0645\u064a \u0627\u0644\u0645\u062a\u0633\u0627\u0631\u0639 \u0627\u0644\u0630\u064a \u064a\u0634\u0647\u062f\u0647 \u0627\u0644\u0639\u0627\u0644\u0645\u060c \u0623\u0635\u0628\u062d\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0644\u064a\u0633\u062a \u0645\u062c\u0631\u062f \u0645\u0647\u0627\u0631\u0629 \u0625\u0636\u0627\u0641\u064a\u0629\u060c \u0628\u0644 \u0647\u064a \u0644\u063a\u0629 \u0627\u0644\u0639\u0635\u0631 \u0627\u0644\u062a\u064a \u062a\u0641\u062a\u062d \u0622\u0641\u0627\u0642\u064b\u0627 \u0644\u0627 \u062d\u062f\u0648\u062f \u0644\u0647\u0627 \u0623\u0645\u0627\u0645 \u0627\u0644\u0623\u0641\u0631\u0627\u062f 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