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\n\u0646\u0635\u064a\u062d\u0629 \u062e\u0628\u064a\u0631:<\/strong> \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0645\u062d\u0627\u0648\u0644\u0629 \u062a\u0639\u0644\u0645 \u0643\u0644 \u0634\u064a\u0621\u060c \u0631\u0643\u0632 \u0639\u0644\u0649 \u062a\u062e\u0635\u0635 \u062f\u0642\u064a\u0642 (Niche) \u062f\u0627\u062e\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0642\u062f \u064a\u0643\u0648\u0646 \u0647\u0630\u0627 \u0627\u0644\u062a\u062e\u0635\u0635 \u062a\u0642\u0646\u064a\u0627\u064b (\u0645\u062b\u0644 “\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632 \u0627\u0644\u0639\u0645\u064a\u0642”) \u0623\u0648 \u0645\u0631\u062a\u0628\u0637\u0627\u064b \u0628\u0635\u0646\u0627\u0639\u0629 \u0645\u0639\u064a\u0646\u0629 (\u0645\u062b\u0644 “\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u062f\u0648\u064a\u0629”). \u0627\u0644\u062a\u062e\u0635\u0635 \u064a\u062c\u0639\u0644\u0643 \u062e\u0628\u064a\u0631\u0627\u064b \u0644\u0627 \u063a\u0646\u0649 \u0639\u0646\u0647 \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0645\u062c\u0631\u062f \u0645\u0645\u0627\u0631\u0633 \u0639\u0627\u0645.<\/p>\n<\/blockquote>\n
\u0641\u0647\u0645 \u062a\u062e\u0635\u0635\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629<\/h2>\n
\u0639\u0627\u0644\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0633\u0639 \u0648\u0645\u062a\u0634\u0639\u0628\u060c \u0648\u0641\u0647\u0645 \u0641\u0631\u0648\u0639\u0647 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0623\u0645\u0631 \u0636\u0631\u0648\u0631\u064a \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0633\u0627\u0631 \u0627\u0644\u0630\u064a \u064a\u062b\u064a\u0631 \u0634\u063a\u0641\u0643 \u0648\u064a\u062a\u0646\u0627\u0633\u0628 \u0645\u0639 \u0645\u0647\u0627\u0631\u0627\u062a\u0643. \u0647\u0630\u0647 \u0627\u0644\u062a\u062e\u0635\u0635\u0627\u062a \u0644\u064a\u0633\u062a \u0645\u0646\u0639\u0632\u0644\u0629\u060c \u0628\u0644 \u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0627 \u062a\u062a\u062f\u0627\u062e\u0644 \u0648\u062a\u062a\u0643\u0627\u0645\u0644 \u0644\u062d\u0644 \u0627\u0644\u0645\u0634\u0627\u0643\u0644 \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/p>\n
\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 (Machine Learning): \u0627\u0644\u0645\u062d\u0631\u0643 \u0627\u0644\u0623\u0633\u0627\u0633\u064a<\/h3>\n
\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 (ML) \u0647\u0648 \u062d\u062c\u0631 \u0627\u0644\u0632\u0627\u0648\u064a\u0629 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062d\u062f\u064a\u062b. \u0625\u0646\u0647 \u0627\u0644\u0639\u0644\u0645 \u0627\u0644\u0630\u064a \u064a\u0645\u0646\u062d \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 “\u0627\u0644\u062a\u0639\u0644\u0645” \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062f\u0648\u0646 \u0623\u0646 \u062a\u062a\u0645 \u0628\u0631\u0645\u062c\u062a\u0647\u0627 \u0628\u0634\u0643\u0644 \u0635\u0631\u064a\u062d \u0644\u0643\u0644 \u0645\u0647\u0645\u0629. \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0643\u062a\u0627\u0628\u0629 \u0642\u0648\u0627\u0639\u062f \u062b\u0627\u0628\u062a\u0629\u060c \u064a\u0642\u0648\u0645 \u0645\u0647\u0646\u062f\u0633 \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u0628\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0648\u0630\u062c (Model) \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0636\u062e\u0645\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0648\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0623\u0648 \u0627\u0644\u062a\u0646\u0628\u0624\u0627\u062a. \u064a\u0646\u0642\u0633\u0645 \u0628\u0634\u0643\u0644 \u0623\u0633\u0627\u0633\u064a \u0625\u0644\u0649:<\/p>\n
\n
- \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641 (Supervised Learning):<\/strong> \u064a\u062a\u0645 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0635\u0646\u0641\u0629 (Labeled Data)\u060c \u062d\u064a\u062b \u062a\u0643\u0648\u0646 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u0635\u062d\u064a\u062d\u0629 \u0645\u0639\u0631\u0648\u0641\u0629 \u0645\u0633\u0628\u0642\u0627\u064b. \u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0627 \u0627\u0644\u0646\u0648\u0639 \u0641\u064a \u0645\u0647\u0627\u0645 \u0645\u062b\u0644 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a (\u0628\u0631\u064a\u062f \u0645\u0632\u0639\u062c \u0623\u0645 \u0644\u0627) \u0623\u0648 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0645\u0646\u0627\u0632\u0644.<\/li>\n
- \u0627\u0644\u062a\u0639\u0644\u0645 \u063a\u064a\u0631 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641 (Unsupervised Learning):<\/strong> \u064a\u062a\u0645 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0645\u0635\u0646\u0641\u0629\u060c \u0648\u064a\u0643\u062a\u0634\u0641 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0648\u0627\u0644\u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u062e\u0641\u064a\u0629 \u0628\u0646\u0641\u0633\u0647. \u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0645\u0647\u0627\u0645 \u0645\u062b\u0644 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a (Clustering) \u0623\u0648 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629 (Anomaly Detection).<\/li>\n
- \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632 (Reinforcement Learning):<\/strong> \u064a\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u062c\u0631\u0628\u0629 \u0648\u0627\u0644\u062e\u0637\u0623\u060c \u062d\u064a\u062b \u064a\u062a\u0644\u0642\u0649 “\u0645\u0643\u0627\u0641\u0622\u062a” \u0623\u0648 “\u0639\u0642\u0648\u0628\u0627\u062a” \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0623\u0641\u0639\u0627\u0644\u0647 \u0641\u064a \u0628\u064a\u0626\u0629 \u0645\u0639\u064a\u0646\u0629. \u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0645\u0628\u062f\u0623 \u0648\u0631\u0627\u0621 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0644\u0649 \u0644\u0639\u0628 \u0627\u0644\u0634\u0637\u0631\u0646\u062c \u0623\u0648 \u0642\u064a\u0627\u062f\u0629 \u0627\u0644\u0633\u064a\u0627\u0631\u0627\u062a.<\/li>\n<\/ul>\n
\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 (Deep Learning): \u0645\u062d\u0627\u0643\u0627\u0629 \u0627\u0644\u062f\u0645\u0627\u063a \u0627\u0644\u0628\u0634\u0631\u064a<\/h3>\n
\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0647\u0648 \u0645\u062c\u0645\u0648\u0639\u0629 \u0641\u0631\u0639\u064a\u0629 \u0645\u062a\u0642\u062f\u0645\u0629 \u0645\u0646 \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629\u060c \u0645\u0633\u062a\u0648\u062d\u0627\u0629 \u0645\u0646 \u0628\u0646\u064a\u0629 \u0627\u0644\u062f\u0645\u0627\u063a \u0627\u0644\u0628\u0634\u0631\u064a. \u064a\u0633\u062a\u062e\u062f\u0645 \u0634\u0628\u0643\u0627\u062a \u0639\u0635\u0628\u064a\u0629 \u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 (Artificial Neural Networks) \u0645\u0639 \u0637\u0628\u0642\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 (\u0648\u0645\u0646 \u0647\u0646\u0627 \u062c\u0627\u0621\u062a \u0643\u0644\u0645\u0629 “\u0639\u0645\u064a\u0642”) \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0633\u062a\u062e\u0644\u0627\u0635 \u0645\u064a\u0632\u0627\u062a \u0645\u0639\u0642\u062f\u0629 \u0628\u0634\u0643\u0644 \u0645\u062a\u0632\u0627\u064a\u062f. \u0644\u0642\u062f \u0643\u0627\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0647\u0648 \u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u062f\u0627\u0641\u0639\u0629 \u0648\u0631\u0627\u0621 \u0645\u0639\u0638\u0645 \u0627\u0644\u0625\u0646\u062c\u0627\u0632\u0627\u062a \u0627\u0644\u0645\u0630\u0647\u0644\u0629 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0624\u062e\u0631\u0627\u064b\u060c \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u062f\u0642\u064a\u0642 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0643\u0644\u0627\u0645. \u0625\u0646\u0647 \u064a\u062a\u0641\u0648\u0642 \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0647\u064a\u0643\u0644\u0629 \u0645\u062b\u0644 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0635\u0648\u062a \u0648\u0627\u0644\u0646\u0635\u0648\u0635.<\/p>\n
\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP): \u062c\u0633\u0631 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0645\u0639 \u0627\u0644\u0622\u0644\u0629<\/h3>\n
\u062a\u0631\u0643\u0632 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (Natural Language Processing) \u0639\u0644\u0649 \u062a\u0645\u0643\u064a\u0646 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0645\u0646 \u0641\u0647\u0645 \u0648\u062a\u0641\u0633\u064a\u0631 \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0628\u0634\u0631\u064a\u0629. \u0643\u0644\u0645\u0627 \u062a\u0641\u0627\u0639\u0644\u062a \u0645\u0639 \u0645\u0633\u0627\u0639\u062f \u0635\u0648\u062a\u064a \u0645\u062b\u0644 Siri \u0623\u0648 Alexa\u060c \u0623\u0648 \u0627\u0633\u062a\u062e\u062f\u0645\u062a \u062a\u0631\u062c\u0645\u0629 Google\u060c \u0623\u0648 \u0631\u0623\u064a\u062a \u0627\u0642\u062a\u0631\u0627\u062d\u0627\u062a \u0627\u0644\u0625\u0643\u0645\u0627\u0644 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a \u0641\u064a \u0628\u0631\u064a\u062f\u0643 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u060c \u0641\u0623\u0646\u062a \u062a\u0634\u0647\u062f \u062a\u0637\u0628\u064a\u0642\u0627\u062a NLP. \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644 \u064a\u062c\u0645\u0639 \u0628\u064a\u0646 \u0639\u0644\u0648\u0645 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u0644\u063a\u0648\u064a\u0627\u062a \u0644\u0631\u062f\u0645 \u0627\u0644\u0641\u062c\u0648\u0629 \u0628\u064a\u0646 \u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0625\u0646\u0633\u0627\u0646 \u0648\u0627\u0644\u0622\u0644\u0629.<\/p>\n
\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 (Computer Vision): \u0639\u064a\u0648\u0646 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/h3>\n
\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0647\u064a \u0627\u0644\u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u064a \u064a\u062f\u0631\u0628 \u0627\u0644\u0622\u0644\u0627\u062a \u0639\u0644\u0649 “\u0631\u0624\u064a\u0629” \u0648\u062a\u0641\u0633\u064a\u0631 \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u0645\u0631\u0626\u064a. \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u064a\u0645\u0643\u0646 \u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0622\u0646 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u0627\u0644\u0623\u0634\u062e\u0627\u0635 \u0648\u0627\u0644\u0623\u0645\u0627\u0643\u0646 \u0641\u064a \u0627\u0644\u0635\u0648\u0631 \u0648\u0645\u0642\u0627\u0637\u0639 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0628\u062f\u0642\u0629 \u0639\u0627\u0644\u064a\u0629. \u062a\u0634\u0645\u0644 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0633\u064a\u0627\u0631\u0627\u062a \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0627\u0644\u062a\u064a \u062a\u0643\u062a\u0634\u0641 \u0627\u0644\u0645\u0634\u0627\u0629 \u0648\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0637\u0631\u064a\u0642\u060c \u0648\u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0623\u0645\u0646\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647\u060c \u0648\u0627\u0644\u062a\u0634\u062e\u064a\u0635 \u0627\u0644\u0637\u0628\u064a \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062d\u0644\u064a\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.<\/p>\n
\n\u0646\u0635\u064a\u062d\u0629 \u062e\u0628\u064a\u0631:<\/strong> \u0627\u0644\u062e\u0637\u0648\u0637 \u0627\u0644\u0641\u0627\u0635\u0644\u0629 \u0628\u064a\u0646 \u0647\u0630\u0647 \u0627\u0644\u062a\u062e\u0635\u0635\u0627\u062a \u062a\u062a\u0644\u0627\u0634\u0649 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u064a\u062a\u0637\u0644\u0628 \u0648\u0635\u0641 \u0645\u062d\u062a\u0648\u0649 \u0635\u0648\u0631\u0629 (\u0645\u0647\u0645\u0629 \u0631\u0624\u064a\u0629 \u062d\u0627\u0633\u0648\u0628) \u062a\u0648\u0644\u064a\u062f \u0646\u0635 \u0648\u0635\u0641\u064a (\u0645\u0647\u0645\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0644\u063a\u0627\u062a \u0637\u0628\u064a\u0639\u064a\u0629). \u0627\u0644\u062e\u0628\u064a\u0631 \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0647\u0648 \u0627\u0644\u0630\u064a \u064a\u0641\u0647\u0645 \u062a\u062e\u0635\u0635\u0647 \u0628\u0639\u0645\u0642 \u0648\u0644\u0643\u0646\u0647 \u064a\u0645\u062a\u0644\u0643 \u0623\u064a\u0636\u0627\u064b \u0645\u0639\u0631\u0641\u0629 \u0639\u0645\u0644\u064a\u0629 \u0628\u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649 \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629.<\/p>\n<\/blockquote>\n
\u062e\u0631\u064a\u0637\u0629 \u0627\u0644\u0637\u0631\u064a\u0642 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629: \u0643\u064a\u0641 \u062a\u0628\u0646\u064a \u0623\u0633\u0627\u0633\u0627\u064b \u0642\u0648\u064a\u0627\u064b\u061f<\/h2>\n
\u062f\u062e\u0648\u0644 \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\u0633\u0627\u0633\u0627\u064b \u0645\u062a\u064a\u0646\u0627\u064b \u0645\u0646 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0646\u0638\u0631\u064a\u0629 \u0648\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629. \u0644\u0627 \u064a\u0648\u062c\u062f \u0645\u0633\u0627\u0631 \u0648\u0627\u062d\u062f \u064a\u0646\u0627\u0633\u0628 \u0627\u0644\u062c\u0645\u064a\u0639\u060c \u0648\u0644\u0643\u0646 \u0627\u0644\u0645\u0631\u0627\u062d\u0644 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u062a\u0645\u062b\u0644 \u062e\u0631\u064a\u0637\u0629 \u0637\u0631\u064a\u0642 \u0645\u062c\u0631\u0628\u0629 \u0648\u0641\u0639\u0627\u0644\u0629 \u0644\u0628\u0646\u0627\u0621 \u0627\u0644\u0643\u0641\u0627\u0621\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629.<\/p>\n
\u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0623\u0648\u0644\u0649: \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0648\u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629<\/h3>\n
\u0642\u0628\u0644 \u0627\u0644\u063a\u0648\u0635 \u0641\u064a \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a\u060c \u0645\u0646 \u0627\u0644\u0636\u0631\u0648\u0631\u064a \u0641\u0647\u0645 \u0627\u0644\u0645\u0628\u0627\u062f\u0626 \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0642\u0648\u0645 \u0639\u0644\u064a\u0647\u0627. \u0647\u0630\u0647 \u0644\u064a\u0633\u062a \u0645\u062c\u0631\u062f \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629\u060c \u0628\u0644 \u0647\u064a \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0645\u0643\u0646\u0643 \u0645\u0646 \u0641\u0647\u0645 “\u0644\u0645\u0627\u0630\u0627” \u062a\u0639\u0645\u0644 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a\u060c \u0648\u0644\u064a\u0633 \u0641\u0642\u0637 “\u0643\u064a\u0641” \u062a\u0633\u062a\u062e\u062f\u0645\u0647\u0627.<\/p>\n
\n
- \u0627\u0644\u062c\u0628\u0631 \u0627\u0644\u062e\u0637\u064a (Linear Algebra):<\/strong> \u0647\u0648 \u0644\u063a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0645\u062b\u0644 \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u0648\u0627\u0644\u0645\u0635\u0641\u0648\u0641\u0627\u062a \u0636\u0631\u0648\u0631\u064a\u0629 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0641\u0647\u0645 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629.<\/li>\n
- \u062d\u0633\u0627\u0628 \u0627\u0644\u062a\u0641\u0627\u0636\u0644 \u0648\u0627\u0644\u062a\u0643\u0627\u0645\u0644 (Calculus):<\/strong> \u0623\u0633\u0627\u0633\u064a \u0644\u0641\u0647\u0645 \u0643\u064a\u0641\u064a\u0629 “\u062a\u0639\u0644\u0645” \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0626\u0647\u0627 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0639\u0645\u0644\u064a\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062a\u062f\u0631\u064a\u062c\u064a (Gradient Descent).<\/li>\n
- \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a \u0648\u0627\u0644\u0625\u062d\u0635\u0627\u0621 (Probability and Statistics):<\/strong> \u0647\u064a \u062c\u0648\u0647\u0631 \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629. \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0644\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c\u060c \u0648\u0641\u0647\u0645 \u0639\u062f\u0645 \u0627\u0644\u064a\u0642\u064a\u0646\u060c \u0648\u0628\u0646\u0627\u0621 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629.<\/li>\n<\/ul>\n
\u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629: \u0625\u062a\u0642\u0627\u0646 \u0644\u063a\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0648\u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a<\/h3>\n
\u0627\u0644\u0646\u0638\u0631\u064a\u0629 \u0648\u062d\u062f\u0647\u0627 \u0644\u0627 \u062a\u0643\u0641\u064a. \u064a\u062c\u0628 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0642\u0627\u062f\u0631\u0627\u064b \u0639\u0644\u0649 \u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0625\u0644\u0649 \u0643\u0648\u062f \u0641\u0639\u0627\u0644.<\/p>\n
\n
- \u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 (Python):<\/strong> \u0647\u064a \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0645\u0647\u064a\u0645\u0646\u0629 \u0641\u064a \u0639\u0627\u0644\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0639\u0644\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0644\u0627 \u0645\u0646\u0627\u0632\u0639\u060c \u0648\u0630\u0644\u0643 \u0628\u0641\u0636\u0644 \u0628\u0633\u0627\u0637\u062a\u0647\u0627 \u0648\u0642\u0648\u0629 \u0645\u0643\u062a\u0628\u0627\u062a\u0647\u0627.<\/li>\n
- \u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629:<\/strong>\n
\n
- NumPy & Pandas:<\/strong> \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0648\u0627\u0644\u062c\u062f\u0627\u0648\u0644 \u0628\u0643\u0641\u0627\u0621\u0629.<\/li>\n
- Matplotlib & Seaborn:<\/strong> \u0644\u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0633\u062a\u0643\u0634\u0627\u0641\u0647\u0627 \u0628\u0635\u0631\u064a\u0627\u064b.<\/li>\n
- Scikit-learn:<\/strong> \u0645\u0643\u062a\u0628\u0629 \u0634\u0627\u0645\u0644\u0629 \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0645\u0639\u0638\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0648\u0623\u062f\u0648\u0627\u062a \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c.<\/li>\n
- TensorFlow & PyTorch:<\/strong> \u0647\u0645\u0627 \u0625\u0637\u0627\u0631\u0627 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0631\u0627\u0626\u062f\u0627\u0646 \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 \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n
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