{"id":31505,"date":"2025-05-08T06:16:53","date_gmt":"2025-05-08T06:16:53","guid":{"rendered":"https:\/\/aisuperior.com\/?p=31505"},"modified":"2025-05-08T12:03:35","modified_gmt":"2025-05-08T12:03:35","slug":"computer-vision-courses","status":"publish","type":"post","link":"https:\/\/aisuperior.com\/ar\/computer-vision-courses\/","title":{"rendered":"\u0623\u0641\u0636\u0644 \u062f\u0648\u0631\u0627\u062a \u0631\u0624\u064a\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0644\u0628\u062f\u0621 \u0631\u062d\u0644\u062a\u0643 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a"},"content":{"rendered":"

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\u0628\u062f\u0639\u0645 \u0645\u0646 \u0641\u0631\u064a\u0642 \u0645\u0646 \u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0627\u0635\u0644\u064a\u0646 \u0639\u0644\u0649 \u062f\u0631\u062c\u0629 \u0627\u0644\u062f\u0643\u062a\u0648\u0631\u0627\u0647 \u0648\u0645\u0647\u0646\u062f\u0633\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0646\u0633\u0627\u0639\u062f \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0644\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0644\u062a\u062d\u0641\u064a\u0632 \u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631 \u0648\u062e\u0641\u0636 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0648\u0627\u0644\u0628\u0642\u0627\u0621 \u0642\u0627\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u0646\u0627\u0641\u0633\u0629 \u0641\u064a \u0639\u0627\u0644\u0645 \u0645\u062f\u0641\u0648\u0639 \u0628\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/p>\n

\"\"<\/p>\n

1. \u062a\u062e\u0635\u0635 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642<\/span><\/h2>\n

\u064a\u064f\u0642\u062f\u0645 \u062a\u062e\u0635\u0635 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0627\u0644\u0630\u064a \u062a\u064f\u0642\u062f\u0645\u0647 \u0645\u0646\u0635\u0629 DeepLearning.AI \u0639\u0644\u0649 \u0645\u0646\u0635\u0629 Coursera\u060c \u0623\u0633\u0627\u0633\u064b\u0627 \u0634\u0627\u0645\u0644\u064b\u0627 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0645\u0639 \u062f\u0648\u0631\u0629 \u062a\u062f\u0631\u064a\u0628\u064a\u0629 \u0645\u064f\u062e\u0635\u0635\u0629 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629. \u062a\u064f\u0631\u0643\u0632 \u0627\u0644\u062f\u0648\u0631\u0629 \u0627\u0644\u0631\u0627\u0628\u0639\u0629 \u0639\u0644\u0649 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNNs)\u060c \u062d\u064a\u062b \u062a\u064f\u0639\u0644\u0651\u0645 \u0627\u0644\u0645\u062a\u0639\u0644\u0645\u064a\u0646 \u0643\u064a\u0641\u064a\u0629 \u0628\u0646\u0627\u0626\u0647\u0627 \u0648\u062a\u0637\u0628\u064a\u0642\u0647\u0627 \u0641\u064a \u0645\u0647\u0627\u0645 \u0645\u062b\u0644 \u0643\u0634\u0641 \u0627\u0644\u0623\u062c\u0633\u0627\u0645\u060c \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647\u060c \u0648\u0646\u0642\u0644 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0639\u0635\u0628\u064a\u0629\u060c \u0645\u0639 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0648\u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u0637\u0628\u064a. \u064a\u064f\u0637\u0628\u0651\u0642 \u0627\u0644\u0637\u0644\u0627\u0628 \u0637\u0628\u0642\u0627\u062a CNN\u060c \u0645\u062b\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0648\u0627\u0644\u0627\u0644\u062a\u0648\u0627\u0621\u0627\u062a\u060c \u0648\u064a\u0633\u062a\u0643\u0634\u0641\u0648\u0646 \u0628\u0646\u0649\u064b \u0645\u062a\u0642\u062f\u0645\u0629 \u0645\u062b\u0644 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0645\u062a\u0628\u0642\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 TensorFlow. \u062d\u0635\u0644 \u0647\u0630\u0627 \u0627\u0644\u062a\u062e\u0635\u0635 \u0639\u0644\u0649 \u062a\u0642\u064a\u064a\u0645 4.9\/5 \u0645\u0646 \u0623\u0643\u062b\u0631 \u0645\u0646 120,000 \u0645\u062a\u0639\u0644\u0645\u060c \u0648\u064a\u064f\u0631\u0643\u0651\u0632 \u0639\u0644\u0649 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0645\u0634\u0627\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0629 \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0646\u0642\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u064f\u0633\u062a\u0645\u062f\u0629 \u0645\u0646 \u0627\u0644\u0623\u0648\u0631\u0627\u0642 \u0627\u0644\u0628\u062d\u062b\u064a\u0629. \u064a\u064f\u0646\u0627\u0633\u0628 \u0647\u0630\u0627 \u0627\u0644\u062a\u062e\u0635\u0635 \u0627\u0644\u0645\u062a\u0639\u0644\u0645\u064a\u0646 \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u064a\u0646 \u0630\u0648\u064a \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0628\u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0648\u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a\u060c \u0648\u064a\u062a\u0637\u0644\u0628 \u0645\u0646 3 \u0625\u0644\u0649 6 \u0623\u0634\u0647\u0631 \u0628\u0648\u0627\u0642\u0639 10 \u0633\u0627\u0639\u0627\u062a \u0623\u0633\u0628\u0648\u0639\u064a\u064b\u0627. \u0641\u064a \u0627\u0644\u0646\u0647\u0627\u064a\u0629\u060c \u064a\u064f\u0645\u0643\u0646 \u0644\u0644\u0645\u0634\u0627\u0631\u0643\u064a\u0646 \u0628\u0646\u0627\u0621 \u0634\u0628\u0643\u0627\u062a \u0639\u0635\u0628\u064a\u0629 \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u064f\u0639\u0632\u0632 \u0622\u0641\u0627\u0642\u0647\u0645 \u0627\u0644\u0645\u0647\u0646\u064a\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0643\u0645\u0627 \u062a\u064f\u063a\u0637\u064a \u0627\u0644\u062f\u0648\u0631\u0629 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0645\u062b\u0644 \u0627\u0644\u062a\u0633\u0631\u0628 \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0639 \u0627\u0644\u062f\u0641\u0639\u064a \u0644\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/span><\/p>\n

    \n
  • \u0645\u0646\u0635\u0629:<\/b> \u0643\u0648\u0631\u0633\u064a\u0631\u0627 (\u0628\u0642\u0644\u0645 \u0623\u0646\u062f\u0631\u0648 \u0625\u0646\u062c\u060c Deeplearning.ai)<\/span><\/li>\n
  • \u0645\u0633\u062a\u0648\u0649:<\/b> \u0645\u062a\u0648\u0633\u0637<\/span><\/li>\n
  • \u0631\u0643\u0632:<\/b> \u064a\u063a\u0637\u064a \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNNs) \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647\u0627 \u0641\u064a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0648\u062a\u0642\u0633\u064a\u0645\u0647\u0627 \u0648\u0645\u0647\u0627\u0645 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0627\u0644\u0623\u062e\u0631\u0649.<\/span><\/li>\n
  • \u062c\u064a\u062f \u0644:<\/b> \u0623\u0648\u0644\u0626\u0643 \u0627\u0644\u0630\u064a\u0646 \u064a\u062a\u0637\u0644\u0639\u0648\u0646 \u0625\u0644\u0649 \u0627\u0644\u062a\u0639\u0645\u0642 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647 \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629.<\/span><\/li>\n<\/ul>\n

    \"\"<\/p>\n

    2. \u062a\u062e\u0635\u0635 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629<\/span><\/h2>\n

    \u064a\u064f\u0639\u0631\u0651\u0641 \u062a\u062e\u0635\u0635 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629\u060c \u0627\u0644\u0630\u064a \u062a\u064f\u0642\u062f\u0645\u0647 \u062c\u0627\u0645\u0639\u0629 \u0643\u0648\u0644\u0648\u0631\u0627\u062f\u0648 \u0628\u0648\u0644\u062f\u0631 \u0639\u0628\u0631 \u0645\u0646\u0635\u0629 \u0643\u0648\u0631\u0633\u064a\u0631\u0627\u060c \u0627\u0644\u062f\u0627\u0631\u0633\u064a\u0646 \u0639\u0644\u0649 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0648\u0627\u0644\u0639\u0645\u064a\u0642\u0629. \u064a\u064f\u063a\u0637\u064a \u0647\u0630\u0627 \u0627\u0644\u062a\u062e\u0635\u0635 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0627\u0644\u062a\u0641\u0627\u0641\u060c \u0648\u0627\u0644\u0645\u0631\u0634\u062d\u0627\u062a \u0627\u0644\u062e\u0637\u064a\u0629\u060c \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629\u060c \u0645\u064f\u0642\u0627\u0631\u0646\u064b\u0627 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0628\u0623\u0633\u0627\u0644\u064a\u0628 CNN \u0627\u0644\u062d\u062f\u064a\u062b\u0629. \u064a\u0643\u062a\u0633\u0628 \u0627\u0644\u0637\u0644\u0627\u0628 \u062e\u0628\u0631\u0629 \u0639\u0645\u0644\u064a\u0629 \u0641\u064a \u0628\u0646\u0627\u0621 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0648\u062a\u062f\u0631\u064a\u0628\u0647\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 TensorFlow \u0644\u0645\u0647\u0627\u0645 \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631. \u0635\u064f\u0645\u0645 \u0647\u0630\u0627 \u0627\u0644\u062a\u062e\u0635\u0635 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0648\u0627\u0644\u0645\u062a\u0648\u0633\u0637\u064a\u0646\u060c \u0648\u064a\u062a\u0637\u0644\u0628 \u0645\u0647\u0627\u0631\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0623\u0633\u0627\u0633\u064a\u0629\u060c \u0648\u064a\u0634\u0645\u0644 \u062f\u0648\u0631\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0628\u0648\u062a\u064a\u0631\u0629 \u0645\u0631\u0646\u0629. \u062a\u064f\u0631\u0643\u0632 \u0627\u0644\u062a\u0645\u0627\u0631\u064a\u0646 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0639\u0644\u0649 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648\u0627\u0642\u0639\u064a\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0648\u0627\u0644\u0648\u0627\u0642\u0639 \u0627\u0644\u0645\u0639\u0632\u0632\u060c \u0645\u0639 \u0623\u0646 \u0628\u0639\u0636 \u0627\u0644\u062f\u0627\u0631\u0633\u064a\u0646 \u064a\u064f\u0644\u0627\u062d\u0638\u0648\u0646 \u0623\u0646 \u0627\u0644\u062a\u0645\u0627\u0631\u064a\u0646 \u0642\u062f \u062a\u0643\u0648\u0646 \u0628\u0633\u064a\u0637\u0629 \u0646\u0633\u0628\u064a\u064b\u0627. \u064a\u064f\u0645\u0643\u0646 \u0644\u0644\u062e\u0631\u064a\u062c\u064a\u0646 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0631\u0635\u064a\u062f \u062f\u0631\u0627\u0633\u064a \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062f\u0631\u0627\u0633\u0627\u062a \u0627\u0644\u0639\u0644\u064a\u0627 \u0644\u0644\u0627\u0644\u062a\u062d\u0627\u0642 \u0628\u0628\u0631\u0627\u0645\u062c \u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0639\u0644\u0648\u0645 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0623\u0648 \u0639\u0644\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u062c\u0627\u0645\u0639\u0629 \u0643\u0648\u0644\u0648\u0631\u0627\u062f\u0648 \u0628\u0648\u0644\u062f\u0631. \u062a\u064f\u0631\u0643\u0632 \u0627\u0644\u062f\u0648\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0644\u062a\u0637\u0648\u064a\u0631 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0631\u0624\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u0644\u0631\u0627\u063a\u0628\u064a\u0646 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644.<\/span><\/p>\n

      \n
    • \u0645\u0646\u0635\u0629:<\/b> \u0643\u0648\u0631\u0633\u064a\u0631\u0627<\/span><\/li>\n
    • \u0645\u0633\u062a\u0648\u0649:<\/b> \u0645\u0646 \u0627\u0644\u0645\u0628\u062a\u062f\u0626 \u0625\u0644\u0649 \u0627\u0644\u0645\u062a\u0648\u0633\u0637<\/span><\/li>\n
    • \u0631\u0643\u0632:<\/b> \u0633\u0644\u0633\u0644\u0629 \u0634\u0627\u0645\u0644\u0629 \u062a\u063a\u0637\u064a \u062a\u0643\u0648\u064a\u0646 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0648\u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Python \u0648 OpenCV.<\/span><\/li>\n
    • \u062c\u064a\u062f \u0644:<\/b> \u0627\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0631\u064a\u062f\u0648\u0646 \u0645\u0642\u062f\u0645\u0629 \u0645\u062a\u0643\u0627\u0645\u0644\u0629 \u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0645\u0639 \u0645\u0634\u0627\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0629.<\/span><\/li>\n<\/ul>\n

      \"\"<\/p>\n

      3. \u0631\u0624\u064a\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0646\u0627\u0646\u0648\u062f\u064a\u062c\u0631\u064a<\/span><\/h2>\n

      \u064a\u064f\u0632\u0648\u062f \u0628\u0631\u0646\u0627\u0645\u062c \u0646\u0627\u0646\u0648\u062f\u064a\u062c\u0631\u064a \u0644\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0645\u0646 \u064a\u0648\u062f\u0627\u0633\u064a\u062a\u064a\u060c \u0628\u0642\u064a\u0627\u062f\u0629 \u0627\u0644\u062e\u0628\u064a\u0631\u0629 \u0633\u064a\u0632\u0627\u0646 \u0643\u0627\u0645\u0627\u062a\u0634\u0648\u060c \u0627\u0644\u0645\u062a\u062f\u0631\u0628\u064a\u0646 \u0628\u0645\u0647\u0627\u0631\u0627\u062a \u0639\u0645\u0644\u064a\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0628\u0627\u064a \u062a\u0648\u0631\u0634 \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642. \u0639\u0644\u0649 \u0645\u062f\u0627\u0631 \u062b\u0644\u0627\u062b\u0629 \u0623\u0634\u0647\u0631 (10-15 \u0633\u0627\u0639\u0629 \u0623\u0633\u0628\u0648\u0639\u064a\u064b\u0627)\u060c \u064a\u064f\u062a\u0642\u0646 \u0627\u0644\u0637\u0644\u0627\u0628 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631\u060c \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNN)\u060c \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0633\u0645\u0627\u062a\u060c \u0648\u0628\u0646\u0627\u0621 \u0645\u0634\u0627\u0631\u064a\u0639 \u0645\u062b\u0644 \u0643\u0634\u0641 \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0644\u0648\u062c\u0647\u060c \u0648\u0625\u0636\u0627\u0641\u0629 \u0627\u0644\u062a\u0639\u0644\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0648\u0636\u064a\u062d\u064a\u0629 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627 \u0644\u0644\u0635\u0648\u0631 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0631\u0643\u064a\u0628\u0627\u062a CNN-RNN. \u064a\u063a\u0637\u064a \u0627\u0644\u0645\u0646\u0647\u062c \u0643\u0634\u0641 \u0627\u0644\u062d\u0648\u0627\u0641\u060c \u0648\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0635\u0648\u0631 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 K-Means\u060c \u0648\u0627\u0644\u0628\u0646\u0649 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0645\u062b\u0644 Faster R-CNN \u0648YOLO \u0644\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a. \u0635\u064f\u0645\u0645 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0644\u0645\u0646 \u0644\u062f\u064a\u0647\u0645 \u0645\u0639\u0631\u0641\u0629 \u0645\u062a\u0648\u0633\u0637\u0629 \u0628\u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0648\u064a\u062a\u0636\u0645\u0646 \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPUs) \u0645\u0646 AWS \u0644\u062a\u062f\u0631\u064a\u0628 \u0623\u0633\u0631\u0639 \u0639\u0644\u0649 \u0627\u0644\u0646\u0645\u0627\u0630\u062c. \u062a\u064f\u0639\u062f\u0651 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0639\u0645\u0644\u064a\u0629\u060c \u0645\u062b\u0644 \u0643\u0634\u0641 \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0644\u0648\u062c\u0647\u060c \u0627\u0644\u0645\u062a\u062f\u0631\u0628\u064a\u0646 \u0644\u0648\u0638\u0627\u0626\u0641 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0648\u0627\u0644\u0623\u062a\u0645\u062a\u0629. \u064a\u062c\u0639\u0644 \u062a\u0631\u0643\u064a\u0632 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u0639\u0645\u0644\u064a \u0648\u0625\u0631\u0634\u0627\u062f\u0627\u062a\u0647 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0645\u062b\u0627\u0644\u064a\u064b\u0627 \u0644\u0645\u062d\u062a\u0631\u0641\u064a \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0627\u0644\u0637\u0645\u0648\u062d\u064a\u0646.<\/span><\/p>\n

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

        \"\"<\/p>\n

        4. \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u0639\u0645\u0644\u064a \u0644\u0644\u0645\u0628\u0631\u0645\u062c\u064a\u0646<\/span><\/h2>\n

        "\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u0639\u0645\u0644\u064a \u0644\u0644\u0645\u0628\u0631\u0645\u062c\u064a\u0646" \u0645\u0646 Fast.ai \u0647\u064a \u062f\u0648\u0631\u0629 \u0645\u062c\u0627\u0646\u064a\u0629 \u0645\u062f\u062a\u0647\u0627 7 \u0623\u0633\u0627\u0628\u064a\u0639\u060c \u0645\u0635\u0645\u0645\u0629 \u0644\u0644\u0645\u0628\u0631\u0645\u062c\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u0644\u062f\u064a\u0647\u0645 \u062e\u0628\u0631\u0629 \u0628\u0631\u0645\u062c\u0629 \u0644\u0627 \u062a\u0642\u0644 \u0639\u0646 \u0639\u0627\u0645 \u0648\u0627\u062d\u062f \u0648\u0645\u0639\u0631\u0641\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u0628\u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a \u0645\u0646 \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062b\u0627\u0646\u0648\u064a\u0629. \u062a\u0631\u0643\u0632 \u0627\u0644\u062f\u0648\u0631\u0629 \u0639\u0644\u0649 \u0628\u0646\u0627\u0621 \u0648\u062a\u0637\u0628\u064a\u0642 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0644\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 PyTorch\u060c \u0648\u062a\u063a\u0637\u064a \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631\u060c \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0628\u0627\u0644\u0646\u0642\u0644\u060c \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0646\u0635\u0648\u0635 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNN) \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (RNNs). \u064a\u0639\u0645\u0644 \u0627\u0644\u0637\u0644\u0627\u0628 \u0639\u0644\u0649 \u062d\u0644 \u0645\u0634\u0627\u0643\u0644 \u0648\u0627\u0642\u0639\u064a\u0629\u060c \u0645\u062b\u0644 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631 \u0623\u0648 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u0648\u0644\u064a\u0629\u060c \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0639\u0645\u0644\u064a \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0646\u0638\u0631\u064a\u0629. \u062a\u064f\u0642\u062f\u0645 \u0627\u0644\u062f\u0648\u0631\u0629 \u062c\u064a\u0631\u064a\u0645\u064a \u0647\u0648\u0627\u0631\u062f \u0648\u0631\u0627\u0634\u064a\u0644 \u062a\u0648\u0645\u0627\u0633\u060c \u0648\u0647\u064a \u0645\u062a\u0627\u062d\u0629 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0648\u062a\u0634\u062c\u0639 \u0639\u0644\u0649 \u0628\u0646\u0627\u0621 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0639\u0645\u0644\u064a\u0627\u064b. \u064a\u0646\u0627\u0633\u0628 \u0646\u0647\u062c\u0647\u0627 \u0627\u0644\u0633\u0631\u064a\u0639\u060c \u0627\u0644\u0630\u064a \u064a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0623\u0648\u0644\u0627\u064b\u060c \u0627\u0644\u0645\u062a\u0639\u0644\u0645\u064a\u0646 \u0630\u0648\u064a \u0627\u0644\u062f\u0648\u0627\u0641\u0639 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0630\u064a\u0646 \u064a\u0633\u0639\u0648\u0646 \u0625\u0644\u0649 \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0628\u0633\u0631\u0639\u0629 \u0639\u0644\u0649 \u0645\u0647\u0627\u0645 \u0627\u0644\u0631\u0624\u064a\u0629. \u0641\u064a \u0627\u0644\u0646\u0647\u0627\u064a\u0629\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0634\u0627\u0631\u0643\u064a\u0646 \u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0631\u0624\u064a\u0629 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062b\u0644 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0648\u0635\u064a\u0629 \u0623\u0648 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u0634\u064a\u0627\u0621.<\/span><\/p>\n

          \n
        • \u0645\u0646\u0635\u0629:<\/b> Fast.ai (\u0645\u062c\u0627\u0646\u064a)<\/span><\/li>\n
        • \u0645\u0633\u062a\u0648\u0649:<\/b> \u0645\u062a\u0648\u0633\u0637<\/span><\/li>\n
        • \u0631\u0643\u0632:<\/b> \u062a\u064f\u062f\u0631\u0651\u0633 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0651\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0645\u0639 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0639\u0645\u0644\u064a\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629. \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062f\u0648\u0631\u0629 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0642\u0639\u064a\u0629 \u0648\u062a\u0633\u0627\u0639\u062f \u0639\u0644\u0649 \u0628\u0646\u0627\u0621 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0633\u0631\u0639\u0629.<\/span><\/li>\n
        • \u062c\u064a\u062f \u0644:<\/b> \u0627\u0644\u0645\u062a\u0639\u0644\u0645\u0648\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0628\u062d\u062b\u0648\u0646 \u0639\u0646 \u0646\u0647\u062c \u0639\u0645\u0644\u064a \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0645\u0639 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0645\u0646 \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a \u0627\u0644\u0623\u0648\u0644\u064a\u0629.<\/span><\/li>\n<\/ul>\n

          \"\"<\/p>\n

          5. \u0645\u0642\u062f\u0645\u0629 CS50 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646<\/span><\/h2>\n

          \u062f\u0648\u0631\u0629 CS50 "\u0645\u0642\u062f\u0645\u0629 \u0625\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646"\u060c \u0627\u0644\u062a\u064a \u062a\u0642\u062f\u0645\u0647\u0627 \u062c\u0627\u0645\u0639\u0629 \u0647\u0627\u0631\u0641\u0627\u0631\u062f \u0639\u0644\u0649 \u0645\u0646\u0635\u0629 edX\u060c \u0647\u064a \u062f\u0648\u0631\u0629 \u062a\u0645\u0647\u064a\u062f\u064a\u0629 \u062a\u0633\u062a\u0643\u0634\u0641 \u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629\u060c \u0645\u0646 \u062e\u0644\u0627\u0644 \u0628\u0631\u0645\u062c\u0629 \u0628\u0627\u064a\u062b\u0648\u0646. \u064a\u062a\u0639\u0644\u0645 \u0627\u0644\u0637\u0644\u0627\u0628 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0645\u062b\u0644 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0648\u0627\u0644\u062a\u062d\u0633\u064a\u0646\u060c \u0648\u064a\u0637\u0628\u0642\u0648\u0646\u0647\u0627 \u0639\u0644\u0649 \u0645\u0647\u0627\u0645 \u0627\u0644\u0631\u0624\u064a\u0629 \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u062e\u0637 \u0627\u0644\u064a\u062f. \u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u062f\u0648\u0631\u0629 \u0645\u0634\u0627\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0643\u062a\u0628\u0627\u062a \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u062a\u063a\u0637\u064a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632\u060c \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0631\u0624\u064a\u0629 \u0643\u0645\u062c\u0627\u0644 \u062a\u0637\u0628\u064a\u0642 \u0631\u0626\u064a\u0633\u064a. \u0635\u064f\u0645\u0645\u062a \u0627\u0644\u062f\u0648\u0631\u0629 \u0644\u0644\u0645\u062a\u0639\u0644\u0645\u064a\u0646 \u0630\u0648\u064a \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629\u060c \u0648\u062a\u0645\u062a\u062f \u0645\u0646 7 \u0625\u0644\u0649 10 \u0623\u0633\u0627\u0628\u064a\u0639 \u0628\u0648\u0627\u0642\u0639 10 \u0625\u0644\u0649 30 \u0633\u0627\u0639\u0629 \u0623\u0633\u0628\u0648\u0639\u064a\u064b\u0627\u060c \u0648\u062a\u0648\u0641\u0631 \u062a\u062f\u0642\u064a\u0642\u064b\u0627 \u0645\u062c\u0627\u0646\u064a\u064b\u0627 \u0623\u0648 \u0634\u0647\u0627\u062f\u0629 \u0645\u062f\u0641\u0648\u0639\u0629. \u064a\u064f\u062f\u0631\u0651\u0633\u0647\u0627 \u0623\u0639\u0636\u0627\u0621 \u0647\u064a\u0626\u0629 \u062a\u062f\u0631\u064a\u0633 \u0645\u0646 \u062c\u0627\u0645\u0639\u0629 \u0647\u0627\u0631\u0641\u0627\u0631\u062f\u060c \u0648\u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a \u0648\u062d\u0644 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629. \u0639\u0646\u062f \u0625\u0643\u0645\u0627\u0644\u0647\u0627\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0637\u0644\u0627\u0628 \u062a\u0635\u0645\u064a\u0645 \u0623\u0646\u0638\u0645\u0629 \u0630\u0643\u064a\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u064f\u0647\u064a\u0626\u0647\u0645 \u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u062f\u0631\u0627\u0633\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u062f\u0648\u0631\u0629 \u0648\u0639\u0644\u0627\u0645\u062a\u0647\u0627 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u0627\u0644\u0645\u0631\u0645\u0648\u0642\u0629 \u062a\u062c\u0639\u0644\u0647\u0627 \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646.<\/span><\/p>\n

            \n
          • \u0645\u0646\u0635\u0629:<\/b> edX (\u062c\u0627\u0645\u0639\u0629 \u0647\u0627\u0631\u0641\u0627\u0631\u062f)<\/span><\/li>\n
          • \u0645\u0633\u062a\u0648\u0649:<\/b> \u0645\u0646 \u0627\u0644\u0645\u0628\u062a\u062f\u0626 \u0625\u0644\u0649 \u0627\u0644\u0645\u062a\u0648\u0633\u0637<\/span><\/li>\n
          • \u0631\u0643\u0632:<\/b> \u0645\u0642\u062f\u0645\u0629 \u0625\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 OpenCV \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629.<\/span><\/li>\n
          • \u062c\u064a\u062f \u0644:<\/b> \u0627\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0627\u0644\u0645\u0647\u062a\u0645\u064a\u0646 \u0628\u0643\u0644 \u0645\u0646 \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\u060c \u0648\u062e\u0627\u0635\u0629 \u0623\u0648\u0644\u0626\u0643 \u0627\u0644\u0630\u064a\u0646 \u064a\u0631\u064a\u062f\u0648\u0646 \u0641\u0647\u0645\u064b\u0627 \u0648\u0627\u0633\u0639\u064b\u0627 \u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/span><\/li>\n<\/ul>\n

            \"\"<\/p>\n

            6. \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 \u0644\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u0628\u0635\u0631\u064a<\/span><\/h2>\n

            \u062f\u0648\u0631\u0629 CS231n \u0645\u0646 \u062c\u0627\u0645\u0639\u0629 \u0633\u062a\u0627\u0646\u0641\u0648\u0631\u062f: \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 \u0644\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u0628\u0635\u0631\u064a\u060c \u0648\u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0639\u0628\u0631 \u064a\u0648\u062a\u064a\u0648\u0628 \u0648\u0645\u0646\u0635\u0629 \u0633\u062a\u0627\u0646\u0641\u0648\u0631\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629\u060c \u0647\u064a \u062f\u0648\u0631\u0629 \u0645\u0643\u062b\u0641\u0629 \u0645\u062f\u062a\u0647\u0627 10 \u0623\u0633\u0627\u0628\u064a\u0639\u060c \u064a\u0642\u062f\u0645\u0647\u0627 \u062e\u0628\u0631\u0627\u0621 \u0645\u062b\u0644 \u0641\u0627\u064a \u0641\u0627\u064a \u0644\u064a. \u062a\u062a\u0639\u0645\u0642 \u0627\u0644\u062f\u0648\u0631\u0629 \u0641\u064a \u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 \u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631\u060c \u062d\u064a\u062b \u062a\u064f\u0639\u0644\u0651\u0645 \u0627\u0644\u0637\u0644\u0627\u0628 \u0643\u064a\u0641\u064a\u0629 \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0648\u062a\u062f\u0631\u064a\u0628\u0647\u0627 \u0648\u062a\u0635\u062d\u064a\u062d \u0623\u062e\u0637\u0627\u0626\u0647\u0627 \u0644\u0645\u0647\u0627\u0645 \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062b\u0644 ImageNet. \u062a\u063a\u0637\u064a \u0627\u0644\u062f\u0648\u0631\u0629 \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u062e\u0644\u0641\u064a\u060c \u0648\u0627\u0644\u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 (\u0645\u062b\u0644 \u0634\u0628\u0643\u0627\u062a ResNet)\u060c \u0648\u0627\u0644\u062d\u064a\u0644 \u0627\u0644\u0647\u0646\u062f\u0633\u064a\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0629\u060c \u0645\u0639 \u0645\u0634\u0631\u0648\u0639 \u0646\u0647\u0627\u0626\u064a \u0644\u062a\u062f\u0631\u064a\u0628 \u0634\u0628\u0643\u0629 \u0639\u0635\u0628\u064a\u0629 \u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 \u0628\u0645\u0644\u0627\u064a\u064a\u0646 \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a. \u062a\u0633\u062a\u0647\u062f\u0641 \u0627\u0644\u062f\u0648\u0631\u0629 \u0627\u0644\u0645\u062a\u0639\u0644\u0645\u064a\u0646 \u0630\u0648\u064a \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0628\u0627\u0644\u0628\u0631\u0645\u062c\u0629 (\u0628\u0627\u064a\u062b\u0648\u0646) \u0648\u0627\u0644\u062c\u0628\u0631 \u0627\u0644\u062e\u0637\u064a\u060c \u0648\u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0646 \u0627\u0644\u0628\u062f\u0627\u064a\u0629 \u0625\u0644\u0649 \u0627\u0644\u0646\u0647\u0627\u064a\u0629 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648\u0627\u0642\u0639\u064a\u0629 \u0645\u062b\u0644 \u0627\u0644\u0633\u064a\u0627\u0631\u0627\u062a \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u062f\u0629. \u062a\u064f\u0633\u0647\u0651\u0644 \u0645\u0642\u0627\u0637\u0639 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0648\u0627\u0644\u0648\u0627\u062c\u0628\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0627\u0644\u062f\u0631\u0627\u0633\u0629\u060c \u0625\u0644\u0627 \u0623\u0646 \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0648\u062a\u064a\u0631\u0629 \u062a\u062a\u0637\u0644\u0628 \u0627\u0646\u0636\u0628\u0627\u0637\u064b\u0627. \u064a\u0643\u062a\u0633\u0628 \u0627\u0644\u062e\u0631\u064a\u062c\u0648\u0646 \u062e\u0628\u0631\u0629 \u0641\u064a \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0645\u062a\u0637\u0648\u0631\u0629\u060c \u0627\u0644\u062a\u064a \u064a\u064f\u0642\u062f\u0651\u0631\u0647\u0627 \u0631\u0648\u0627\u062f \u0627\u0644\u0635\u0646\u0627\u0639\u0629 \u0645\u062b\u0644 \u0623\u0646\u062f\u0631\u064a\u0647 \u0643\u0627\u0631\u0628\u0627\u062b\u064a \u0645\u0646 \u0634\u0631\u0643\u0629 \u062a\u0633\u0644\u0627.<\/span><\/p>\n

              \n
            • \u0645\u0646\u0635\u0629:<\/b> \u0633\u062a\u0627\u0646\u0641\u0648\u0631\u062f \u0623\u0648\u0646\u0644\u0627\u064a\u0646 \/ \u064a\u0648\u062a\u064a\u0648\u0628<\/span><\/li>\n
            • \u0645\u0633\u062a\u0648\u0649:<\/b> \u0645\u0646 \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0625\u0644\u0649 \u0627\u0644\u0645\u062a\u0642\u062f\u0645<\/span><\/li>\n
            • \u0631\u0643\u0632:<\/b> \u0646\u0638\u0631\u0629 \u0645\u062a\u0639\u0645\u0642\u0629 \u0639\u0644\u0649 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647\u0627 \u0641\u064a \u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u0628\u0635\u0631\u064a \u0645\u062b\u0644 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u062a\u0642\u0633\u064a\u0645\u0647\u0627.<\/span><\/li>\n
            • \u062c\u064a\u062f \u0644:<\/b> \u0627\u0644\u0645\u062a\u0639\u0644\u0645\u0648\u0646 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0648\u0646 \u0627\u0644\u0630\u064a\u0646 \u0644\u062f\u064a\u0647\u0645 \u0623\u0633\u0627\u0633 \u0642\u0648\u064a \u0641\u064a \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 \u0648\u0627\u0644\u0630\u064a\u0646 \u064a\u062a\u0637\u0644\u0639\u0648\u0646 \u0625\u0644\u0649 \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0637\u0648\u0631\u0629.<\/span><\/li>\n<\/ul>\n

              \"\"<\/p>\n

              7. \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0625\u0628\u062f\u0627\u0639\u064a\u0629 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 TensorFlow<\/span><\/h2>\n

              \u062a\u0633\u062a\u0643\u0634\u0641 \u062f\u0648\u0631\u0629 "\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0625\u0628\u062f\u0627\u0639\u064a\u0629 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 TensorFlow"\u060c \u0627\u0644\u062a\u064a \u062a\u0642\u062f\u0645\u0647\u0627 Kadenze\u060c \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a \u0627\u0644\u0645\u0628\u062a\u0643\u0631\u0629 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629\u060c \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0641\u0646\u064a\u0629 \u0648\u0627\u0644\u0625\u0628\u062f\u0627\u0639\u064a\u0629. \u064a\u062a\u0639\u0644\u0645 \u0627\u0644\u0637\u0644\u0627\u0628 \u0628\u0646\u0627\u0621 \u0634\u0628\u0643\u0627\u062a \u0639\u0635\u0628\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 TensorFlow \u0644\u0645\u0647\u0627\u0645 \u0645\u062b\u0644 \u0646\u0642\u0644 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0639\u0635\u0628\u064a\u0629\u060c \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631\u060c \u0648\u0627\u0644\u062a\u0648\u0644\u064a\u0641 \u0627\u0644\u0628\u0635\u0631\u064a\u060c \u0648\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNS) \u0644\u0625\u0646\u0634\u0627\u0621 \u0623\u0639\u0645\u0627\u0644 \u0641\u0646\u064a\u0629 \u0623\u0648 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0635\u0648\u0631. \u062a\u063a\u0637\u064a \u0627\u0644\u062f\u0648\u0631\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0633\u0628\u0642\u064b\u0627\u060c \u0648\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c\u060c \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0635\u0648\u0631\u060c \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0627\u0644\u0639\u0645\u0642 \u0627\u0644\u0646\u0638\u0631\u064a. \u0635\u064f\u0645\u0645\u062a \u0627\u0644\u062f\u0648\u0631\u0629 \u0644\u0644\u0645\u062a\u0639\u0644\u0645\u064a\u0646 \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u064a\u0646 \u0630\u0648\u064a \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0628\u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0648\u062a\u0645\u062a\u062f \u0639\u0627\u062f\u0629\u064b \u0645\u0646 5 \u0625\u0644\u0649 7 \u0623\u0633\u0627\u0628\u064a\u0639 \u0628\u0648\u062a\u064a\u0631\u0629 \u0645\u0631\u0646\u0629. \u062a\u0646\u0627\u0633\u0628 \u0627\u0644\u062f\u0648\u0631\u0629 \u0627\u0644\u0645\u0628\u062f\u0639\u064a\u0646 \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u064a\u0646 \u0627\u0644\u0645\u0647\u062a\u0645\u064a\u0646 \u0628\u062f\u0645\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0639 \u0627\u0644\u0641\u0646\u060c \u0645\u062b\u0644 \u0625\u0646\u062a\u0627\u062c \u0635\u0648\u0631 \u0623\u0648 \u0645\u0648\u0633\u064a\u0642\u0649 \u0645\u0628\u062a\u0643\u0631\u0629. \u0641\u064a \u0627\u0644\u0646\u0647\u0627\u064a\u0629\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0634\u0627\u0631\u0643\u064a\u0646 \u062a\u0637\u0648\u064a\u0631 \u0623\u062f\u0648\u0627\u062a \u0625\u0628\u062f\u0627\u0639\u064a\u0629 \u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0631\u0624\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0641\u062a\u062d \u0622\u0641\u0627\u0642\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 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u062a\u062e\u0635\u0635\u0627\u062a.<\/span><\/p>\n

                \n
              • \u0645\u0646\u0635\u0629:<\/b> \u0643\u0627\u062f\u064a\u0646\u0632\u064a<\/span><\/li>\n
              • \u0645\u0633\u062a\u0648\u0649:<\/b> \u0645\u0646 \u0627\u0644\u0645\u0628\u062a\u062f\u0626 \u0625\u0644\u0649 \u0627\u0644\u0645\u062a\u0648\u0633\u0637<\/span><\/li>\n
              • \u0631\u0643\u0632:<\/b> \u064a\u0633\u062a\u0643\u0634\u0641 \u062a\u0642\u0627\u0637\u0639 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0625\u0628\u062f\u0627\u0639\u064a\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u0641\u0646 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u0648\u0627\u0644\u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a\u060c \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 TensorFlow.<\/span><\/li>\n
              • \u062c\u064a\u062f \u0644:<\/b> \u0627\u0644\u0645\u062d\u062a\u0631\u0641\u0648\u0646 \u0648\u0627\u0644\u0641\u0646\u0627\u0646\u0648\u0646 \u0627\u0644\u0645\u0628\u062f\u0639\u0648\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u062a\u0637\u0644\u0639\u0648\u0646 \u0625\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \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 \u0641\u064a \u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u062a\u0635\u0645\u064a\u0645.<\/span><\/li>\n<\/ul>\n

                \"\"<\/p>\n

                8. \u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0631\u0624\u064a\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631<\/span><\/h2>\n

                \u062a\u064f\u0642\u062f\u0651\u0645 \u062f\u0648\u0631\u0629 \u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629\u060c \u0627\u0644\u062a\u064a \u062a\u064f\u0642\u062f\u0651\u0645\u0647\u0627 \u062c\u0627\u0645\u0639\u0629 \u0628\u0627\u0641\u0627\u0644\u0648 \u0639\u0644\u0649 \u0645\u0646\u0635\u0629 edX\u060c \u0645\u0641\u0627\u0647\u064a\u0645 \u0623\u0633\u0627\u0633\u064a\u0629 \u0641\u064a \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0630\u0648\u064a \u0627\u0644\u062e\u0628\u0631\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629. \u062a\u064f\u063a\u0637\u0651\u064a \u0627\u0644\u062f\u0648\u0631\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631\u060c \u0648\u0643\u0634\u0641 \u0627\u0644\u0633\u0645\u0627\u062a\u060c \u0648\u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u060c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648OpenCV \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a. \u064a\u0633\u062a\u0643\u0634\u0641 \u0627\u0644\u0637\u0644\u0627\u0628 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0631\u0651\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0648\u0643\u0634\u0641 \u0627\u0644\u062d\u0631\u0643\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0645\u0634\u0627\u0631\u064a\u0639 \u0645\u064f\u0648\u062c\u0651\u0647\u0629\u060c \u0645\u064f\u0643\u062a\u0633\u0628\u064a\u0646 \u0645\u0647\u0627\u0631\u0627\u062a \u0639\u0645\u0644\u064a\u0629 \u0641\u064a \u0625\u0637\u0627\u0631 \u0632\u0645\u0646\u064a \u064a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 4 \u06486 \u0623\u0633\u0627\u0628\u064a\u0639. \u062a\u064f\u0631\u0643\u0651\u0632 \u0627\u0644\u062f\u0648\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u0637\u0628\u064a \u0648\u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u060c \u0645\u0639 \u0627\u0644\u062a\u0637\u0631\u0642 \u0625\u0644\u0649 \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a\u0629 \u0645\u062b\u0644 \u0627\u0644\u062a\u062d\u064a\u0632 \u0641\u064a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0631\u0624\u064a\u0629. \u062a\u064f\u0639\u062f \u0647\u0630\u0647 \u0627\u0644\u062f\u0648\u0631\u0629 \u0645\u062c\u0627\u0646\u064a\u0629 \u0644\u0644\u062a\u062f\u0642\u064a\u0642\u060c \u0645\u0639 \u062e\u064a\u0627\u0631 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0634\u0647\u0627\u062f\u0629 \u0645\u062f\u0641\u0648\u0639\u0629\u060c \u0648\u0647\u064a \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0623\u0648 \u0627\u0644\u0631\u0627\u063a\u0628\u064a\u0646 \u0641\u064a \u062f\u062e\u0648\u0644 \u0633\u0631\u064a\u0639 \u0641\u064a \u0645\u0647\u0627\u0645 \u0627\u0644\u0631\u0624\u064a\u0629. \u0639\u0646\u062f \u0625\u062a\u0645\u0627\u0645\u0647\u0627\u060c \u064a\u064f\u0645\u0643\u0646 \u0644\u0644\u0645\u062a\u0639\u0644\u0645\u064a\u0646 \u0625\u062c\u0631\u0627\u0621 \u062a\u062d\u0644\u064a\u0644 \u0623\u0633\u0627\u0633\u064a \u0644\u0644\u0635\u0648\u0631 \u0648\u0641\u0647\u0645 \u0623\u0633\u0627\u0633\u064a\u0627\u062a \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629.<\/span><\/p>\n

                  \n
                • \u0645\u0646\u0635\u0629:<\/b> \u0625\u062f\u0643\u0633<\/span><\/li>\n
                • \u0645\u0633\u062a\u0648\u0649:<\/b> \u0645\u0628\u062a\u062f\u0626<\/span><\/li>\n
                • \u0631\u0643\u0632:<\/b> \u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0631\u0624\u064a\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u062d\u0648\u0627\u0641\u060c \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a\u060c \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0645\u062b\u0644 \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a.<\/span><\/li>\n
                • \u062c\u064a\u062f \u0644:<\/b> \u0627\u0644\u0645\u062a\u0639\u0644\u0645\u0648\u0646 \u0627\u0644\u062c\u062f\u062f \u0641\u064a \u0645\u062c\u0627\u0644 \u0631\u0624\u064a\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0648\u0627\u0644\u0630\u064a\u0646 \u064a\u0631\u064a\u062f\u0648\u0646 \u0645\u0642\u062f\u0645\u0629 \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0645\u0646\u0638\u0645\u0629 \u0645\u0639 \u0623\u0645\u062b\u0644\u0629 \u0639\u0645\u0644\u064a\u0629.<\/span><\/li>\n<\/ul>\n

                  \"\"<\/p>\n

                  9. \u0631\u0624\u064a\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 OpenCV Python<\/span>\u00a0<\/b><\/h2>\n

                  \u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 OpenCV | \u062f\u0648\u0631\u0629 OpenCV \u0627\u0644\u0631\u0633\u0645\u064a\u0629 \u0639\u0644\u0649 Udemy\u060c \u0648\u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629 \u0645\u0646 \u0641\u0631\u064a\u0642 OpenCV\u060c \u062a\u064f\u0639\u0644\u0651\u0645 \u0627\u0644\u0645\u062a\u062f\u0631\u0628\u064a\u0646 \u0643\u064a\u0641\u064a\u0629 \u0628\u0646\u0627\u0621 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0631\u0624\u064a\u0629 \u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0645\u0643\u062a\u0628\u0629 OpenCV. \u064a\u0633\u062a\u0643\u0634\u0641 \u0627\u0644\u0637\u0644\u0627\u0628 \u062a\u0642\u0646\u064a\u0627\u062a \u0623\u0633\u0627\u0633\u064a\u0629 \u0645\u062b\u0644 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631\u060c \u0648\u0643\u0634\u0641 \u0627\u0644\u0633\u0645\u0627\u062a\u060c \u0648\u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a\u060c \u0648\u062a\u0646\u0641\u064a\u0630 \u0645\u0634\u0627\u0631\u064a\u0639 \u0645\u062b\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0627\u0644\u0641\u0648\u0631\u064a \u0648\u0643\u0634\u0641 \u0627\u0644\u0648\u062c\u0648\u0647. \u062a\u063a\u0637\u064a \u0627\u0644\u062f\u0648\u0631\u0629 \u0645\u0647\u0627\u0631\u0627\u062a \u0639\u0645\u0644\u064a\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0643\u0634\u0641 \u0627\u0644\u062d\u0648\u0627\u0641\u060c \u0648\u062a\u0635\u0641\u064a\u0629 \u0627\u0644\u0635\u0648\u0631\u060c \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062e\u0637\u0648\u0637\u060c \u0645\u0639 \u0628\u0631\u0645\u062c\u0629 \u0639\u0645\u0644\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646. \u062a\u0633\u062a\u0647\u062f\u0641 \u0627\u0644\u062f\u0648\u0631\u0629 \u0627\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0630\u0648\u064a \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0628\u0628\u0627\u064a\u062b\u0648\u0646\u060c \u0648\u062a\u0645\u062a\u062f \u0644\u062d\u0648\u0627\u0644\u064a 10-15 \u0633\u0627\u0639\u0629 \u0645\u0646 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0630\u064a \u064a\u0645\u0643\u0646 \u062a\u0639\u0644\u0645\u0647 \u0628\u0627\u0644\u0648\u062a\u064a\u0631\u0629 \u0627\u0644\u062a\u064a \u062a\u0646\u0627\u0633\u0628\u0647\u0645\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0641\u064a \u0645\u062a\u0646\u0627\u0648\u0644 \u0627\u0644\u0645\u062a\u062f\u0631\u0628\u064a\u0646 \u0627\u0644\u0645\u0634\u063a\u0648\u0644\u064a\u0646. \u062a\u0634\u0645\u0644 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a\u060c \u0648\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629\u060c \u0648\u0627\u0644\u0648\u0627\u0642\u0639 \u0627\u0644\u0645\u0639\u0632\u0632\u060c \u0628\u0645\u0627 \u064a\u062a\u0645\u0627\u0634\u0649 \u0645\u0639 \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0644\u0642\u0637\u0627\u0639. \u0639\u0646\u062f \u0625\u062a\u0645\u0627\u0645 \u0627\u0644\u062f\u0648\u0631\u0629\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0634\u0627\u0631\u0643\u064a\u0646 \u062a\u0637\u0648\u064a\u0631 \u0623\u0646\u0638\u0645\u0629 \u0631\u0624\u064a\u0629 \u0642\u0648\u064a\u0629 \u0648\u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0634\u0647\u0627\u062f\u0629 \u062a\u064f\u0639\u0632\u0632 \u0633\u062c\u0644\u0647\u0645 \u0627\u0644\u0645\u0647\u0646\u064a.<\/span><\/p>\n

                    \n
                  • \u0645\u0646\u0635\u0629:<\/b> \u064a\u0648\u062f\u064a\u0645\u064a<\/span><\/li>\n
                  • \u0645\u0633\u062a\u0648\u0649:<\/b> \u0645\u0646 \u0627\u0644\u0645\u0628\u062a\u062f\u0626 \u0625\u0644\u0649 \u0627\u0644\u0645\u062a\u0648\u0633\u0637<\/span><\/li>\n
                  • \u0631\u0643\u0632:<\/b> \u064a\u064f\u062f\u0631\u0651\u0633 \u0647\u0630\u0627 \u0627\u0644\u0645\u0642\u0631\u0631 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648OpenCV\u060c \u0625\u062d\u062f\u0649 \u0623\u0634\u0647\u0631 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644. \u0633\u062a\u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631\u060c \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0634\u0643\u0627\u0644\u060c \u0648\u0627\u0644\u0639\u0645\u0644 \u0645\u0639 \u0627\u0644\u0641\u064a\u062f\u064a\u0648\u0647\u0627\u062a\u060c \u0648\u0628\u0646\u0627\u0621 \u0645\u0634\u0627\u0631\u064a\u0639 \u0635\u063a\u064a\u0631\u0629 \u0645\u062b\u0644 \u0643\u0627\u0634\u0641\u0627\u062a \u0627\u0644\u0648\u062c\u0648\u0647.<\/span><\/li>\n
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                    \"\"<\/p>\n

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                      \n
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                      \"\"<\/p>\n

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                        \n
                      • \u0645\u0646\u0635\u0629:<\/b> \u0643\u0648\u0631\u0633\u064a\u0631\u0627 (\u0645\u0642\u062f\u0645\u0629 \u0645\u0646 IBM)<\/span><\/li>\n
                      • \u0645\u0633\u062a\u0648\u0649<\/b>: \u0645\u0628\u062a\u062f\u0626<\/span><\/li>\n
                      • \u0631\u0643\u0632:<\/b> \u062f\u0648\u0631\u0629 \u062a\u062f\u0631\u064a\u0628\u064a\u0629 \u0633\u0647\u0644\u0629 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u062a\u0634\u0631\u062d \u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631\u060c \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a\u060c \u0648\u0627\u0644\u062a\u0635\u0641\u064a\u0629\u060c \u0648\u0627\u0644\u0645\u0632\u064a\u062f - \u0645\u0639 \u062a\u0642\u062f\u064a\u0645 OpenCV \u0648Python \u0645\u0646 \u062e\u0644\u0627\u0644 \u0645\u062e\u062a\u0628\u0631\u0627\u062a \u0639\u0645\u0644\u064a\u0629.<\/span><\/li>\n
                      • \u062c\u064a\u062f \u0644:<\/b> \u0623\u0648\u0644\u0626\u0643 \u0627\u0644\u062c\u062f\u062f \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644 \u0648\u0627\u0644\u0630\u064a\u0646 \u064a\u0628\u062d\u062b\u0648\u0646 \u0639\u0646 \u0637\u0631\u064a\u0642\u0629 \u0648\u0627\u0636\u062d\u0629 \u0648\u0645\u0646\u0638\u0645\u0629 \u0644\u0644\u0628\u062f\u0621 \u0628\u0623\u0645\u062b\u0644\u0629 \u0645\u0646 \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a.<\/span><\/li>\n<\/ul>\n

                        \"\"<\/p>\n

                        12. \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0645\u0639 TensorFlow\u00a0<\/span><\/h2>\n

                        \u062a\u064f\u0642\u062f\u0645 \u062f\u0648\u0631\u0629 "\u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 TensorFlow"\u060c \u0627\u0644\u062a\u064a \u062a\u0642\u062f\u0645\u0647\u0627 DeepLearning.AI \u0639\u0644\u0649 \u0645\u0646\u0635\u0629 Coursera\u060c \u062a\u0642\u0646\u064a\u0627\u062a \u0631\u0624\u064a\u0629 \u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0645\u062a\u0637\u0648\u0631\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 TensorFlow\u060c \u0648\u0647\u064a \u0645\u064f\u062e\u0635\u0635\u0629 \u0644\u0644\u0645\u062a\u0639\u0644\u0645\u064a\u0646 \u0645\u0646 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0625\u0644\u0649 \u0627\u0644\u0645\u062a\u0642\u062f\u0645. \u064a\u064f\u062a\u0642\u0646 \u0627\u0644\u0637\u0644\u0627\u0628 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u062c\u0633\u0627\u0645\u060c \u0648\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0635\u0648\u0631\u060c \u0648\u0627\u0644\u062a\u0635\u0648\u0631 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u0645\u062b\u0644 SSD \u0648U-Net\u060c \u0648\u064a\u0646\u0641\u0630\u0648\u0646 \u0645\u0634\u0627\u0631\u064a\u0639 \u0645\u062b\u0644 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u062c\u0633\u0627\u0645 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0641\u0626\u0627\u062a. \u062a\u064f\u063a\u0637\u064a \u0627\u0644\u062f\u0648\u0631\u0629 \u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0642\u0644\u060c \u0648\u0622\u0644\u064a\u0627\u062a \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647\u060c \u0648\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629\u060c \u0645\u064f\u0639\u0627\u0644\u062c\u0629\u064b \u062a\u062d\u062f\u064a\u0627\u062a \u0648\u0627\u0642\u0639\u064a\u0629 \u0645\u062b\u0644 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0648\u0627\u0644\u062a\u0634\u062e\u064a\u0635\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0629. \u062a\u062a\u0637\u0644\u0628 \u0627\u0644\u062f\u0648\u0631\u0629 \u0645\u0639\u0631\u0641\u0629 \u0645\u0633\u0628\u0642\u0629 \u0628\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0648\u062a\u0645\u062a\u062f \u0644\u0623\u0631\u0628\u0639\u0629 \u0623\u0633\u0627\u0628\u064a\u0639 \u0628\u0648\u0627\u0642\u0639 5-7 \u0633\u0627\u0639\u0627\u062a \u0623\u0633\u0628\u0648\u0639\u064a\u064b\u0627\u060c \u0648\u062a\u064f\u0645\u0646\u062d \u0634\u0647\u0627\u062f\u0629 \u0639\u0646\u062f \u0625\u062a\u0645\u0627\u0645\u0647\u0627. \u064a\u0643\u062a\u0633\u0628 \u0627\u0644\u0645\u062a\u0639\u0644\u0645\u0648\u0646 \u062e\u0628\u0631\u0629 \u0639\u0645\u0644\u064a\u0629 \u0641\u064a \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a Keras \u0645\u0646 TensorFlow\u060c \u0648\u064a\u0633\u062a\u0643\u0634\u0641\u0648\u0646 \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a\u0629 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629. \u0641\u064a \u0627\u0644\u0646\u0647\u0627\u064a\u0629\u060c \u064a\u064f\u0645\u0643\u0646 \u0644\u0644\u0645\u0634\u0627\u0631\u0643\u064a\u0646 \u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0631\u0624\u064a\u0629 \u0645\u064f\u0639\u0642\u062f\u0629 \u0648\u0646\u0634\u0631\u0647\u0627\u060c \u0645\u0645\u0627 \u064a\u064f\u0639\u0632\u0632 \u062e\u0628\u0631\u062a\u0647\u0645 \u0641\u064a \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/span><\/p>\n

                          \n
                        • \u0645\u0646\u0635\u0629:<\/b> Coursera (\u062c\u0632\u0621 \u0645\u0646 \u0634\u0647\u0627\u062f\u0629 \u0645\u0637\u0648\u0631 TensorFlow)<\/span><\/li>\n
                        • \u0645\u0633\u062a\u0648\u0649:<\/b> \u0645\u0646 \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0625\u0644\u0649 \u0627\u0644\u0645\u062a\u0642\u062f\u0645<\/span><\/li>\n
                        • \u0631\u0643\u0632:<\/b> \u064a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0628\u0646\u0627\u0621 \u0648\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0645\u062e\u0635\u0635\u0629 \u0644\u0645\u0647\u0627\u0645 \u0645\u062b\u0644 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u0632\u064a\u0627\u062f\u0629 \u062d\u062c\u0645 \u0627\u0644\u0635\u0648\u0631 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 TensorFlow.<\/span><\/li>\n
                        • \u062c\u064a\u062f \u0644:<\/b> \u0627\u0644\u0645\u0637\u0648\u0631\u0648\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0639\u0631\u0641\u0648\u0646 \u0628\u0627\u0644\u0641\u0639\u0644 Python \u0648\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0648\u064a\u0631\u064a\u062f\u0648\u0646 \u0631\u0641\u0639 \u0645\u0633\u062a\u0648\u0649 \u0645\u0647\u0627\u0631\u0627\u062a\u0647\u0645 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 TensorFlow.<\/span><\/li>\n<\/ul>\n

                          \u062e\u0627\u062a\u0645\u0629<\/span><\/h2>\n

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                          Learning computer vision is essential because it equips computers to analyze and understand the digital world as humans do. With computer vision, computers can recognize objects, detect patterns, and make decisions based on visual information, enabling automation, improving efficiency, and enhancing our ability to interact with and interpret the world. Applications like image classification, object […]<\/p>\n","protected":false},"author":5,"featured_media":31515,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[8],"tags":[],"class_list":["post-31505","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai"],"acf":[],"yoast_head":"\nTop Computer Vision Courses Online<\/title>\n<meta name=\"description\" content=\"Discover the best computer vision courses to learn image processing, object detection, and deep learning - 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