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\u0623\u0648\u0635\u064a \u0628\u0627\u0644\u0628\u062f\u0621 \u0628\u062f\u0631\u0627\u0633\u0629 \u0627\u0644\u0623\u0633\u0633 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0648\u0625\u0636\u0627\u0641\u0629 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0639\u0645\u0644\u064a \u0639\u0644\u064a\u0647\u0627. \u0627\u062f\u0631\u0633 \u0627\u0644\u0623\u0633\u0633 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629: \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP) \u2014 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0646\u0635\u060c \u0648\u0648\u0633\u0645 \u0623\u062c\u0632\u0627\u0621 \u0627\u0644\u0643\u0644\u0627\u0645\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\u060c \u0648\u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a (word2vec\u060c GloVe)\u060c \u0648\u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a (BERT\/GPT) \u2014 \u062b\u0645 \u062a\u0627\u0628\u0639 \u0642\u0631\u0627\u0621\u0627\u062a \u0645\u0631\u0643\u0632\u0629 \u0645\u062b\u0644 \u062f\u0648\u0631\u0629 CS224n \u0641\u064a \u062c\u0627\u0645\u0639\u0629 \u0633\u062a\u0627\u0646\u0641\u0648\u0631\u062f \u0648\u062f\u0631\u0648\u0633 Hugging Face \u0644\u062a\u062b\u0628\u064a\u062a \u0646\u0638\u0631\u064a\u062a\u0643. \u062a\u0639\u0644\u0645 \u0623\u0633\u0627\u0633\u064a\u0627\u062a \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629: \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062e\u0627\u0636\u0639 \u0648\u0627\u0644\u0625\u0634\u0631\u0627\u0641\u064a\u060c \u0627\u0644\u062a\u0635\u0646\u064a\u0641\/\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631\u060c \u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u062a\u0642\u064a\u064a\u0645 (\u0627\u0644\u062f\u0642\u0629\u060c \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639\u060c F1)\u060c \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u0645\u062a\u0642\u0627\u0637\u0639 (scikit-learn \u0647\u0648 \u0645\u0648\u0631\u062f \u0623\u0633\u0627\u0633\u064a \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0633\u0627\u0633). \u0627\u0646\u062a\u0642\u0644 \u0625\u0644\u0649 \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: \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0633\u0644\u0633\u0644 (RNN\/LSTM)\u060c \u0648\u0622\u0644\u064a\u0627\u062a \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0648\u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062f\u0639\u0645 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0627\u0644\u062d\u062f\u064a\u062b\u0629 (\u0627\u0646\u0638\u0631 \u0648\u0631\u0642\u0629 \u0627\u0644\u0645\u062d\u0648\u0644).<\/p>\n
\u0628\u0639\u062f \u0630\u0644\u0643\u060c \u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0628\u0646\u0627\u0621 \u0623\u0646\u0638\u0645\u0629 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0646\u0648\u0627\u064a\u0627 \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u062a\u062c\u0631\u0628\u0629 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062d\u0648\u0627\u0631 \u0648\u062a\u062a\u0628\u0639 \u0627\u0644\u062d\u0627\u0644\u0629 (\u0627\u0633\u062a\u0646\u0627\u062f\u064b\u0627 \u0625\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f\u060c \u0648\u0627\u0633\u062a\u0646\u0627\u062f\u064b\u0627 \u0625\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639\u060c \u0648\u0627\u0644\u0633\u064a\u0627\u0633\u0627\u062a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629). \u0646\u0641\u0630 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0648\u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u0631\u062f\u0648\u062f - \u0642\u0627\u0631\u0646 \u0628\u064a\u0646 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0644\u0628 \u0648\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 \u0648\u0627\u0644\u0647\u062c\u064a\u0646\u0629 \u0628\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0648\u0627\u0644\u062a\u0648\u0644\u064a\u062f. \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0645\u0647\u0645\u0629: \u0627\u0633\u062a\u062e\u062f\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0645\u0646 scikit learn\u060c \u0648Hugging Face Transformers \u0644\u0644\u062a\u0639\u062f\u064a\u0644\u060c \u0648SDKs \u0627\u0644\u0645\u0646\u0635\u0627\u062a. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0646\u0634\u0631 \u0627\u0644\u0631\u0633\u0627\u0626\u0644\u060c \u0623\u062f\u0645\u062c \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0648\u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0645\u0639 \u0645\u064a\u0632\u0627\u062a \u0623\u062a\u0645\u062a\u0629 Messenger Bot \u0648\u0627\u0631\u0628\u0637\u0647\u0627 \u0628\u0627\u0644\u0645\u0646\u0637\u0642 \u0627\u0644\u062d\u0648\u0627\u0631\u064a \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u062d\u0631\u0643\u0629 \u0627\u0644\u0645\u0631\u0648\u0631 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629. \u0627\u0628\u062f\u0623 \u0628\u0645\u0634\u0627\u0631\u064a\u0639 \u0635\u063a\u064a\u0631\u0629 (\u0631\u0648\u0628\u0648\u062a FAQ\u060c FAQ \u0627\u0644\u0648\u0627\u0639\u064a \u0628\u0627\u0644\u0633\u064a\u0627\u0642\u060c \u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629 \u062a\u0648\u0644\u064a\u062f\u064a \u0628\u0633\u064a\u0637) \u0648\u0627\u0633\u062a\u062e\u062f\u0645 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0627\u0645\u0629 \u0644\u0628\u062f\u0621 \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0648\u0627\u0644\u062a\u0642\u064a\u064a\u0645.<\/p>\n
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![\"\u062a\u0639\u0644\u0645](\"https:\/\/messengerbot.app\/wp-content\/uploads\/2025\/11\/learn-chatbot-443481.jpg\" "\\"\\"")
<\/p>\n
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\n- \u0627\u0644\u0648\u0644\u0627\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u062d\u062f\u0629 (\u062f\u0627\u062e\u0644\u064a\/\u062f\u0648\u0627\u0645 \u0643\u0627\u0645\u0644):<\/strong> \u064a\u0643\u0633\u0628 \u0645\u0647\u0646\u062f\u0633\u0648 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a\u064a \u0648\u0645\u0637\u0648\u0631\u0648 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0639\u0627\u062f\u0629 \u062d\u0648\u0627\u0644\u064a 80,000\u2013170,000 \u062f\u0648\u0644\u0627\u0631 \u0633\u0646\u0648\u064a\u064b\u0627\u061b \u0648\u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u062a\u062c\u0627\u0648\u0632 \u0643\u0628\u0627\u0631 \u0645\u0647\u0646\u062f\u0633\u064a ML\/NLP\u060c \u0648\u0645\u0647\u0646\u062f\u0633\u064a \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u064a\u0646\u060c \u0648\u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u062d\u062b \u0641\u064a \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0643\u0628\u0631\u0649 180,000 \u062f\u0648\u0644\u0627\u0631 \u0625\u062c\u0645\u0627\u0644\u064a \u0627\u0644\u062a\u0639\u0648\u064a\u0636 \u0639\u0646\u062f \u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u0645\u0643\u0627\u0641\u0622\u062a \u0648\u0627\u0644\u0623\u0633\u0647\u0645.<\/li>\n
- \u0623\u0648\u0631\u0648\u0628\u0627 \u0648\u0627\u0644\u0645\u0645\u0644\u0643\u0629 \u0627\u0644\u0645\u062a\u062d\u062f\u0629:<\/strong> \u0627\u0644\u0646\u0637\u0627\u0642\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0629 \u0647\u064a 45,000\u2013120,000 \u064a\u0648\u0631\u0648 (\u0623\u0648 40,000\u2013110,000 \u062c\u0646\u064a\u0647 \u0625\u0633\u062a\u0631\u0644\u064a\u0646\u064a) \u062d\u0633\u0628 \u0627\u0644\u0628\u0644\u062f\u060c \u0648\u0627\u0644\u0631\u062a\u0628\u0629\u060c \u0648\u0627\u0644\u0635\u0646\u0627\u0639\u0629 (\u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u062a\u062f\u0641\u0639 \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0648\u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629 \u0639\u0644\u0627\u0648\u0629).<\/li>\n
- \u0627\u0644\u0647\u0646\u062f \u0648\u062c\u0646\u0648\u0628 \u0622\u0633\u064a\u0627:<\/strong> \u062a\u062a\u0631\u0627\u0648\u062d \u0631\u0648\u0627\u062a\u0628 \u0645\u0637\u0648\u0631\u064a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0645\u0646 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0645\u0628\u062a\u062f\u0626 \u0625\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0639\u0627\u062f\u0629\u064b \u0628\u064a\u0646 \u20b93-\u20b918 LPA\u061b \u064a\u0645\u0643\u0646 \u0644\u0645\u0647\u0646\u062f\u0633\u064a NLP \u0627\u0644\u0643\u0628\u0627\u0631 \u0641\u064a \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0643\u0628\u0631\u0649 \u0623\u0648 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0646\u0627\u0634\u0626\u0629 \u0627\u0644\u0645\u0645\u0648\u0644\u0629 \u0623\u0646 \u064a\u0643\u0633\u0628\u0648\u0627 \u0623\u0643\u062b\u0631 \u0628\u0643\u062b\u064a\u0631\u060c \u062e\u0627\u0635\u0629 \u0645\u0639 \u0627\u0644\u0623\u0633\u0647\u0645\/\u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a.<\/li>\n
- \u0639\u0646 \u0628\u064f\u0639\u062f\/\u0639\u0642\u062f \u0648\u0639\u0645\u0644 \u062d\u0631:<\/strong> \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u062a\u0642\u0627\u0636\u0649 \u0645\u0635\u0645\u0645\u0648 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a\u060c \u0648\u0645\u0647\u0646\u062f\u0633\u0648 \u0627\u0644\u0637\u0644\u0628\u0627\u062a\u060c \u0648\u0645\u0647\u0646\u062f\u0633\u0648 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a $25-$200+\/\u0633\u0627\u0639\u0629 \u0627\u0639\u062a\u0645\u0627\u062f\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u062e\u0628\u0631\u0629\u060c \u0648\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0644\u063a\u0629\u060c \u0648\u0646\u0637\u0627\u0642 \u0627\u0644\u0645\u0634\u0631\u0648\u0639\u061b \u062a\u0637\u0644\u0628 \u0627\u0644\u0648\u0643\u0627\u0644\u0627\u062a \u0648\u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a\u0648\u0646 \u0641\u064a \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0645\u0624\u0633\u0633\u064a\u0629 \u0645\u0639\u062f\u0644\u0627\u062a \u064a\u0648\u0645\u064a\u0629 \u0623\u0639\u0644\u0649.<\/li>\n<\/ul>\n
\u062a\u0624\u062b\u0631 \u0627\u0644\u0623\u062f\u0648\u0627\u0631 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0627\u0644\u0631\u0648\u0627\u062a\u0628: \u064a\u062d\u0635\u0644 \u0627\u0644\u0645\u0639\u0644\u0642\u0648\u0646 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0623\u062f\u0648\u0627\u0631 QA \u0627\u0644\u0645\u0628\u062a\u062f\u0626\u0629 \u0639\u0644\u0649 \u0631\u0648\u0627\u062a\u0628 \u0623\u0642\u0644\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u0643\u0633\u0628 \u0645\u0647\u0646\u062f\u0633\u0648 ML\/NLP\u060c \u0648\u0645\u0647\u0646\u062f\u0633\u0648 \u0627\u0644\u0637\u0644\u0628\u0627\u062a\u060c \u0648\u0645\u0635\u0645\u0645\u0648 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a \u0623\u0643\u062b\u0631. \u062a\u0634\u0645\u0644 \u0627\u0644\u0645\u062d\u062f\u062f\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u0639\u0645\u0642 \u0627\u0644\u0641\u0646\u064a (\u062a\u0639\u062f\u064a\u0644 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a\u060c \u0646\u0634\u0631 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Docker\/Kubernetes)\u060c \u0648\u0627\u0644\u062e\u0628\u0631\u0629 \u0641\u064a \u0627\u0644\u0645\u062c\u0627\u0644 (\u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629\u060c \u0627\u0644\u0645\u0627\u0644\u064a\u0629)\u060c \u0648\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u062d\u062f\u062b \u0628\u0639\u062f\u0629 \u0644\u063a\u0627\u062a (\u062a\u0639\u0644\u0645 \u062f\u0631\u062f\u0634\u0629 \u0625\u0633\u0628\u0627\u0646\u064a\u0629\u060c \u062a\u0639\u0644\u0645 \u062f\u0631\u062f\u0634\u0629 \u064a\u0627\u0628\u0627\u0646\u064a\u0629\u060c \u062a\u0639\u0644\u0645 \u062f\u0631\u062f\u0634\u0629 \u0641\u0631\u0646\u0633\u064a\u0629\u060c \u062a\u0639\u0644\u0645 \u062f\u0631\u062f\u0634\u0629 \u0635\u064a\u0646\u064a\u0629\u060c \u062a\u0639\u0644\u0645 \u062f\u0631\u062f\u0634\u0629 \u0623\u0644\u0645\u0627\u0646\u064a\u0629\u060c \u062a\u0639\u0644\u0645 \u062f\u0631\u062f\u0634\u0629 \u0625\u064a\u0637\u0627\u0644\u064a\u0629)\u060c \u0648\u0627\u0644\u0623\u062b\u0631 \u0627\u0644\u0642\u0627\u0628\u0644 \u0644\u0644\u0625\u062b\u0628\u0627\u062a (\u062a\u0642\u0644\u064a\u0644 \u0645\u0639\u062f\u0644\u0627\u062a \u0627\u0644\u062a\u0631\u0627\u062c\u0639\u060c \u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0627\u0644\u0646\u064a\u0629\u060c \u0627\u0644\u0625\u064a\u0631\u0627\u062f\u0627\u062a \u0645\u0646 \u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0627\u0644\u0631\u0648\u0628\u0648\u062a). \u0644\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0631\u0648\u0627\u062a\u0628\u060c \u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0642\u064a\u0627\u0633 \u0648\u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u0625\u0646\u0634\u0627\u0621 \u062f\u0631\u062f\u0634\u0629 \u0634\u0627\u0645\u0644\u0629 \u062d\u062a\u0649 \u062a\u062a\u0645\u0643\u0646 \u0645\u0646 \u0639\u0631\u0636 \u0623\u0645\u062b\u0644\u0629 \u062d\u064a\u0629 \u0648\u0645\u0624\u0634\u0631\u0627\u062a \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629.<\/p>\n
\u0644\u0623\u063a\u0631\u0627\u0636 \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629\u060c \u0623\u0633\u062a\u062e\u062f\u0645 \u0645\u062c\u0645\u0639\u0627\u062a \u0627\u0644\u0631\u0648\u0627\u062a\u0628 \u0627\u0644\u0639\u0627\u0645\u0629 \u0648\u0635\u0641\u062d\u0627\u062a \u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0634\u0631\u0643\u0627\u062a\u061b \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0633\u0627\u0639\u062f \u0627\u0644\u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0645\u062b\u0644 AmbitionBox \u0641\u064a \u0627\u0644\u0647\u0646\u062f\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u0633\u0627\u0639\u062f Glassdoor \u0648LinkedIn Salary \u0648Payscale \u0641\u064a \u0627\u0644\u0648\u0644\u0627\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u062d\u062f\u0629 \u0648\u0623\u0648\u0631\u0648\u0628\u0627.<\/p>\n
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![\"\u062a\u0639\u0644\u0645](\"https:\/\/messengerbot.app\/wp-content\/uploads\/2025\/11\/learn-chatbot-467105.jpg\" "\\"\\"")
<\/p>\n
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\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u064a \u062a\u0642\u0631\u0631 \u0623\u064a \u0645\u0646\u0635\u0629 \u064a\u062c\u0628 \u062a\u0642\u064a\u064a\u0645\u0647\u0627\u060c \u0623\u0635\u0628\u062d\u062a Grok \u0627\u0644\u0622\u0646 \u062c\u0632\u0621\u064b\u0627 \u0645\u0646 \u0645\u0634\u0647\u062f \u0627\u0644\u0628\u0627\u0626\u0639\u064a\u0646 \u0625\u0644\u0649 \u062c\u0627\u0646\u0628 OpenAI \u0648Google - \u0643\u0644 \u0645\u0646\u0647\u0627 \u0644\u0647 \u0645\u0632\u0627\u064a\u0627 \u0648\u0639\u064a\u0648\u0628 \u0645\u062e\u062a\u0644\u0641\u0629 \u0641\u064a \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u060c \u0627\u0644\u062a\u0633\u0639\u064a\u0631\u060c \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629\u060c \u0648\u0627\u0633\u062a\u0639\u062f\u0627\u062f \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a. \u0646\u0635\u064a\u062d\u062a\u064a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0639\u0646\u062f\u0645\u0627 \u062a\u062a\u0639\u0644\u0645 \u0639\u0646 \u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0647\u064a \u062a\u062c\u0631\u0628\u0629 Grok (\u062d\u064a\u062b\u0645\u0627 \u0643\u0627\u0646 \u0645\u062a\u0627\u062d\u064b\u0627) \u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u062f\u0645\u062c \u0627\u0644\u062a\u063a\u0630\u064a\u0629 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a\u0629\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u0642\u0648\u0645 \u0628\u0645\u0642\u0627\u0631\u0646\u0629 \u0646\u0641\u0633 \u0627\u0644\u062a\u062f\u0641\u0642\u0627\u062a \u0645\u0639 OpenAI \u0648Google Dialogflow \u0645\u0646 \u062d\u064a\u062b \u062f\u0642\u0629 \u0627\u0644\u0646\u064a\u0629 \u0648\u0633\u0644\u0627\u0645\u0629 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0645\u0633\u0627\u0639\u062f\u064a\u0646 \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u064a\u0646 \u0627\u0644\u0644\u063a\u0627\u062a \u0641\u064a \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a\u060c \u062a\u0646\u0638\u0631 \u0627\u0644\u0641\u0631\u0642 \u0623\u064a\u0636\u064b\u0627 \u0641\u064a \u0628\u0627\u0626\u0639\u064a\u0646 \u0645\u062b\u0644 Brain Pod AI \u0644\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u0627\u0639\u062f\u064a\u0646 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0648\u0627\u0644\u062a\u0633\u0639\u064a\u0631.<\/p>\n
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\n- \u0645\u0646\u0634\u0626\u0648 \u0628\u062f\u0648\u0646 \u0643\u0648\u062f \u0648\u0645\u0646\u062e\u0641\u0636\u064a \u0627\u0644\u0643\u0648\u062f:<\/strong> \u0633\u0631\u064a\u0639 \u0627\u0644\u0646\u0634\u0631 \u0644\u0644\u062a\u0633\u0648\u064a\u0642 \u0648\u0627\u0644\u062f\u0639\u0645. \u0627\u0628\u062f\u0623 \u0628\u062f\u0644\u064a\u0644 \u0645\u0646\u0634\u0626 \u062f\u0631\u062f\u0634\u0629 \u0628\u062f\u0648\u0646 \u0643\u0648\u062f \u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0641\u0631\u0636\u064a\u0627\u062a \u0648\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0627\u062d\u062a\u0643\u0627\u0643 \u0642\u0628\u0644 \u0627\u0644\u0627\u0644\u062a\u0632\u0627\u0645 \u0628\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0647\u0646\u062f\u0633\u0629 (\u0645\u0646\u0634\u0626 \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0628\u062f\u0648\u0646 \u0643\u0648\u062f<\/a>).<\/li>\n
- \u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062d\u0648\u0627\u0631\u064a\u0629 \u0627\u0644\u0645\u062f\u0627\u0631\u0629 (NLU + \u0627\u0644\u062a\u0646\u0633\u064a\u0642):<\/strong> Google Dialogflow \u0645\u0635\u0645\u0645 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0646\u064a\u0629 \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0648\u064a\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0623\u062f\u0648\u0627\u062a Google \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 - \u0627\u0633\u062a\u062e\u062f\u0645 Dialogflow \u0644\u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0627\u0644\u0645\u0646\u0638\u0645\u0629 \u0648\u0627\u0644\u062a\u0643\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0624\u0633\u0633\u064a\u0629 (Google Dialogflow<\/a>).<\/li>\n
- \u0623\u0637\u0631 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0648\u0636\u0628\u0637 \u0627\u0644\u0646\u0645\u0627\u0630\u062c:<\/strong> \u064a\u0639\u062a\u0628\u0631 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 Microsoft Bot \u0648\u062e\u062f\u0645\u0629 Azure Bot \u062e\u064a\u0627\u0631\u0627\u062a \u0646\u0627\u0636\u062c\u0629 \u0639\u0646\u062f\u0645\u0627 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 SDKs\u060c \u0645\u0648\u0635\u0644\u0627\u062a \u0627\u0644\u0642\u0646\u0648\u0627\u062a\u060c \u0648\u062f\u0639\u0645 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0644\u0644\u062a\u0648\u0633\u0639\u061b \u0627\u0633\u062a\u063a\u0644 \u0648\u062b\u0627\u0626\u0642 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0640 Microsoft Learn \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0646\u0634\u0631 \u0648\u0623\u0641\u0636\u0644 \u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0627\u062a \u0627\u0644\u0623\u0645\u0646\u064a\u0629 (\u0625\u0637\u0627\u0631 \u0639\u0645\u0644 Microsoft Bot<\/a>).<\/li>\n
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\n- \u062d\u062f\u062f \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u062a\u0635\u0639\u064a\u062f \u0648\u0627\u0644\u062a\u0639\u0644\u064a\u0642 \u0628\u0648\u0636\u0648\u062d:<\/strong> \u0648\u062b\u0642 \u0645\u062a\u0649 \u064a\u062c\u0628 \u0623\u0646 \u062a\u062a\u0635\u0627\u0639\u062f \u0627\u0644\u0631\u062f\u0648\u062f \u0627\u0644\u0622\u0644\u064a\u0629\u060c \u0648\u0643\u064a\u0641 \u064a\u062c\u0628 \u0623\u0646 \u064a\u0633\u062a\u062c\u064a\u0628 \u0627\u0644\u0628\u0634\u0631\u060c \u0648\u0645\u0627 \u0627\u0644\u0630\u064a \u064a\u0634\u0643\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0639\u0631\u064a\u0641 \u0634\u062e\u0635\u064a\u0629 \u0623\u0648 \u0628\u064a\u0627\u0646\u0627\u062a \u062d\u0633\u0627\u0633\u0629 \u064a\u062c\u0628 \u0623\u0644\u0627 \u064a\u062a\u0645 \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0647\u0627 \u0623\u0628\u062f\u0627\u064b.<\/li>\n
- \u062a\u0646\u0641\u064a\u0630 \u0639\u062a\u0628\u0627\u062a \u0627\u0644\u062b\u0642\u0629 \u0648\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629:<\/strong> \u062a\u062a\u0628\u0639 \u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u0631\u0627\u062c\u0639\u060c \u0648\u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u0635\u0639\u064a\u062f\u060c \u0648\u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629\u061b \u0627\u0631\u0628\u0637 \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0628\u062f\u0648\u0631\u0627\u062a \u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0628\u062d\u064a\u062b \u062a\u063a\u0630\u064a \u0627\u0644\u062a\u0635\u062d\u064a\u062d\u0627\u062a \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0627\u0644\u0645 sampled \u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c (\u0627\u0633\u062a\u062e\u062f\u0645 \u0646\u0645\u0627\u0630\u062c \u062f\u0631\u062f\u0634\u0629 scikit learn \u0644\u0623\u0633\u0633 \u0627\u0644\u0646\u064a\u0629\u060c \u062b\u0645 \u0627\u0646\u062a\u0642\u0644 \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a).<\/li>\n
- \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u0635\u0645\u064a\u0645:<\/strong> \u0641\u0631\u0636 \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0625\u062e\u0641\u0627\u0621 \u0627\u0644\u0647\u0648\u064a\u0629\u060c \u0648\u062c\u0645\u0639 \u0627\u0644\u0645\u0648\u0627\u0641\u0642\u0629\u061b \u0627\u062a\u0628\u0639 \u0627\u0644\u0644\u0648\u0627\u0626\u062d \u0627\u0644\u0625\u0642\u0644\u064a\u0645\u064a\u0629 \u0648\u0636\u0645\u0646 \u0633\u062c\u0644\u0627\u062a \u0627\u0644\u062a\u062f\u0642\u064a\u0642 \u0644\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u062d\u064a\u062b \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u0622\u0644\u064a\u0629 \u062f\u0648\u0646 \u0645\u0631\u0627\u062c\u0639\u0629 \u0628\u0634\u0631\u064a\u0629 \u0641\u0648\u0631\u064a\u0629.<\/li>\n
- \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u062a\u062d\u064a\u0632 \u0648\u0627\u0644\u0633\u0644\u0627\u0645\u0629:<\/strong> \u0642\u0645 \u0628\u062a\u0634\u063a\u064a\u0644 \u0645\u0637\u0627\u0644\u0628\u0627\u062a \u0639\u062f\u0627\u0626\u064a\u0629 \u0648\u0641\u062d\u0648\u0635\u0627\u062a \u0627\u0644\u0639\u062f\u0627\u0644\u0629 \u0627\u0644\u062f\u064a\u0645\u0648\u063a\u0631\u0627\u0641\u064a\u0629\u061b \u0639\u064a\u0651\u0646 \u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0644\u0631\u0648\u0628\u0648\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629 \u0648\u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649 (\u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629 \u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0625\u0633\u0628\u0627\u0646\u064a\u0629\u060c \u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629 \u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u064a\u0627\u0628\u0627\u0646\u064a\u0629\u060c \u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629 \u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0641\u0631\u0646\u0633\u064a\u0629\u060c \u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629 \u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0635\u064a\u0646\u064a\u0629\u060c \u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629 \u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0623\u0644\u0645\u0627\u0646\u064a\u0629\u060c \u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629 \u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0625\u064a\u0637\u0627\u0644\u064a\u0629).<\/li>\n
- \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u0628\u0627\u0626\u0639\u064a\u0646:<\/strong> \u064a\u0641\u0636\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0646\u0635\u0627\u062a \u062a\u062a\u0645\u062a\u0639 \u0628\u0623\u0645\u0627\u0646 \u0642\u0648\u064a \u0648\u0636\u0648\u0627\u0628\u0637 \u0645\u0624\u0633\u0633\u064a\u0629 - \u0627\u0633\u062a\u0634\u0631 \u0645\u0648\u0627\u0631\u062f \u062f\u0631\u062f\u0634\u0629 Microsoft Learn \u0648\u0645\u0648\u0627\u0631\u062f \u062f\u0631\u062f\u0634\u0629 Google Learn (Dialogflow) \u0644\u062a\u0642\u0648\u064a\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u060c \u0648\u0642\u064a\u0645 \u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0628\u0627\u0626\u0639\u064a\u0646 \u0644\u0644\u0645\u0633\u0627\u0639\u062f\u064a\u0646 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a \u0642\u0628\u0644 \u0627\u0644\u0627\u0644\u062a\u0632\u0627\u0645 \u0628\u0645\u0632\u0648\u062f.<\/li>\n
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<\/p>\n
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\u0623\u0648\u0635\u064a \u0628\u062f\u0645\u062c \u0627\u0644\u062f\u0648\u0631\u0627\u062a \u0627\u0644\u0642\u0635\u064a\u0631\u0629 \u0645\u0639 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639: \u062e\u0630 \u062f\u0648\u0631\u0629 \u0645\u0631\u0643\u0632\u0629 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (Stanford CS224n \u0623\u0648 Hugging Face learn) \u0644\u062a\u062a\u0639\u0644\u0645 \u0639\u0646 \u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629\u060c \u062b\u0645 \u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062f\u0631\u0648\u0633 \u0627\u0644\u0625\u0631\u0634\u0627\u062f\u064a\u0629 \u0644\u062a\u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u0625\u0646\u0634\u0627\u0621 \u062f\u0631\u062f\u0634\u0629 \u0630\u0643\u064a\u0629 \u0645\u0646 \u0627\u0644\u0628\u062f\u0627\u064a\u0629 \u0625\u0644\u0649 \u0627\u0644\u0646\u0647\u0627\u064a\u0629. \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0631\u064a\u062f \u0645\u0633\u0627\u0631\u064b\u0627 \u0645\u0646\u0633\u0642\u064b\u0627\u060c \u0627\u0633\u062a\u0643\u0634\u0641 \u062f\u0648\u0631\u0629 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0622\u0644\u064a\u0629<\/a> \u0648 \u0627\u0644 \u0644\u062a\u062c\u0645\u064a\u0639 \u062f\u0631\u0648\u0633 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0622\u0644\u064a\u0629<\/a> \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0645\u062e\u062a\u0628\u0631\u0627\u062a \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629 \u062a\u0633\u0627\u0639\u062f\u0643 \u0639\u0644\u0649 \u062a\u0639\u0644\u0645 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629\u060c \u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u0625\u0646\u0634\u0627\u0621 \u062f\u0631\u062f\u0634\u0629 \u0630\u0643\u064a\u0629\u060c \u0648\u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0634\u0647\u0627\u062f\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629. \u0623\u062b\u0646\u0627\u0621 \u062a\u0639\u0644\u0645\u0643 \u0639\u0646 \u0633\u0644\u0627\u0645\u0629 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0648\u0627\u0644\u062a\u0642\u064a\u064a\u0645\u060c \u0642\u0645 \u0628\u0642\u064a\u0627\u0633 \u062f\u0642\u0629 \u0627\u0644\u0646\u064a\u0629\u060c \u0648\u0645\u0639\u062f\u0644\u0627\u062a \u0627\u0644\u062a\u0631\u0627\u062c\u0639\u060c \u0648\u0631\u0636\u0627 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0644\u0625\u062b\u0628\u0627\u062a \u0627\u0644\u062a\u0642\u062f\u0645.<\/p>\n\u0645\u0634\u0627\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0629: \u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u0625\u0646\u0634\u0627\u0621 \u062f\u0631\u062f\u0634\u0629 \u0630\u0643\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u0648\u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0643\u062a\u0628\u0629 scikit learn\u060c \u0648\u0643\u064a\u0641\u064a\u0629 \u0628\u0646\u0627\u0621 \u0645\u0647\u0627\u0631\u0627\u062a \u0639\u0645\u0644\u064a\u0629<\/h3>\n
\u0623\u0628\u0646\u064a \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0625\u0637\u0644\u0627\u0642 \u0645\u0634\u0627\u0631\u064a\u0639 \u0635\u063a\u064a\u0631\u0629 \u0648\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0642\u064a\u0627\u0633. \u0627\u0628\u062f\u0623 \u0628\u0631\u0648\u0628\u0648\u062a FAQ \u0628\u0633\u064a\u0637 \u0644\u062a\u0639\u0644\u0645 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0646\u0648\u0627\u064a\u0627 \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0641\u062a\u062d\u0627\u062a (\u0627\u0633\u062a\u062e\u062f\u0645 \u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u062f\u0631\u062f\u0634\u0629 scikit learn). \u062b\u0645 \u062a\u0642\u062f\u0645 \u0625\u0644\u0649 \u0645\u0633\u0627\u0639\u062f \u0627\u0633\u062a\u0631\u062c\u0627\u0639\u064a \u0623\u0648 \u062a\u0648\u0644\u064a\u062f\u064a \u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u062d\u0633\u064a\u0646 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u062d\u0648\u064a\u0644 \u0648\u0646\u0634\u0631\u0647 \u062e\u0644\u0641 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a. \u0642\u0627\u0626\u0645\u0629 \u0645\u0634\u0627\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0629 \u0644\u062a\u0639\u0644\u0645 \u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0631\u0648\u0628\u0648\u062a \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a:<\/p>\n
\n- \u0645\u0635\u0646\u0641 \u0627\u0644\u0646\u0648\u0627\u064a\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 scikit learn: \u062c\u0645\u0639 \u0639\u0628\u0627\u0631\u0627\u062a \u0639\u064a\u0646\u0629\u060c \u062a\u062d\u0648\u064a\u0644\u0647\u0627 \u0625\u0644\u0649 \u0645\u062a\u062c\u0647\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 TF-IDF\u060c \u062a\u062f\u0631\u064a\u0628 \u0645\u0635\u0646\u0641\u060c \u0648\u062a\u062a\u0628\u0639 \u0627\u0644\u062f\u0642\u0629 \u0648F1.<\/li>\n
- \u0631\u0648\u0628\u0648\u062a FAQ \u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f: \u062a\u0646\u0641\u064a\u0630 \u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u062d\u0648\u0627\u0631 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0637\u0648\u0627\u0631\u0626 \u0644\u0641\u0647\u0645 \u062a\u062a\u0628\u0639 \u0627\u0644\u062d\u0627\u0644\u0629 \u0648\u0627\u0644\u062a\u0635\u0639\u064a\u062f.<\/li>\n
- \u062a\u062d\u0633\u064a\u0646 \u0646\u0645\u0648\u0630\u062c \u062a\u062d\u0648\u064a\u0644 \u0635\u063a\u064a\u0631: \u0627\u0633\u062a\u062e\u062f\u0645 Hugging Face \u0644\u0628\u0646\u0627\u0621 \u0645\u0633\u0627\u0639\u062f \u0645\u062e\u0635\u0635 \u0648\u0627\u062e\u062a\u0628\u0627\u0631 \u062c\u0648\u062f\u0629 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0645\u0642\u0627\u0628\u0644 \u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639.<\/li>\n
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- \u0646\u0641\u0630 \u062a\u0648\u0644\u064a\u062f \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0645\u062a\u062f\u0631\u062c\u0629: \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646\u060c \u064a\u0641\u0636\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u0642\u0648\u0627\u0644\u0628 \u0623\u0648 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639\u061b \u0644\u0644\u0645\u062a\u0639\u0644\u0645\u064a\u0646 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u064a\u0646\u060c \u0642\u0645 \u0628\u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u062a\u0641\u0633\u064a\u0631\u0627\u062a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 \u0645\u0639 \u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u062f\u0631\u062c\u0629 \u0627\u0644\u062d\u0631\u0627\u0631\u0629 \u0644\u062a\u062c\u0646\u0628 \u0627\u0644\u0647\u0644\u0648\u0633\u0629.<\/li>\n
- \u0642\u0645 \u0628\u0642\u064a\u0627\u0633 \u0645\u0624\u0634\u0631\u0627\u062a \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0644\u062a\u0639\u0644\u0645: \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0627\u0644\u0645\u0641\u0631\u062f\u0627\u062a\u060c \u0646\u062c\u0627\u062d \u0627\u0644\u0645\u0647\u0627\u0645\u060c \u0645\u062f\u0629 \u0627\u0644\u062c\u0644\u0633\u0629\u060c \u0648\u0631\u0636\u0627 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645. \u0627\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0644\u062a\u0643\u0631\u0627\u0631 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a \u0648\u0627\u0644\u0646\u0648\u0627\u064a\u0627.<\/li>\n<\/ul>\n
\u0644\u062a\u0639\u0644\u0645 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0628\u0648\u062a \u0628\u0633\u0631\u0639\u0629\u060c \u0627\u062c\u0645\u0639 \u0628\u064a\u0646 \u0627\u062e\u062a\u0628\u0627\u0631 \u0628\u062f\u0648\u0646 \u0643\u0648\u062f \u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0645\u0639 \u062a\u0646\u0641\u064a\u0630\u0627\u062a \u0627\u0644\u0643\u0648\u062f \u0644\u0644\u062f\u0642\u0629. \u0642\u0645 \u0628\u0646\u0645\u0630\u062c\u0629 \u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0646\u0634\u0626 \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0628\u062f\u0648\u0646 \u0643\u0648\u062f<\/a>, \u062b\u0645 \u0646\u0641\u0630 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0627\u0644\u0642\u0648\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062f\u0644\u064a\u0644 \u062a\u0637\u0648\u064a\u0631 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0639\u0644\u0649 \u0641\u064a\u0633\u0628\u0648\u0643<\/a> \u0623\u0648 \u0642\u0645 \u0628\u0625\u0646\u062a\u0627\u062c\u0647\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0641\u0642\u064b\u0627 \u0644 \u062f\u0644\u064a\u0644 \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u0645\u0631\u0627\u0633\u0644\u0629 \u0628\u0627\u064a\u062b\u0648\u0646<\/a>. \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0645\u0633\u0627\u0631 \u0645\u0647\u0646\u064a \u0643\u0627\u0645\u0644 \u0648\u0645\u0646\u0647\u062c \u0645\u0646\u0638\u0645 \u0644\u062a\u0639\u0644\u0645 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0628\u0648\u062a\u060c \u0627\u0646\u0638\u0631 \u0625\u0644\u0649 \u062f\u0648\u0631\u0629 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0622\u0644\u064a\u0629<\/a>.<\/p>\n\u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0628\u0648\u062a \u062a\u0639\u0644\u0645 \u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629\u060c \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0628\u0648\u062a \u062a\u0639\u0644\u0645 \u0627\u0644\u0644\u063a\u0629\u060c \u0648\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u062f\u0645\u062c \u0645\u0633\u0627\u0639\u062f \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a.<\/h3>\n
\u0627\u0644\u0625\u062c\u0627\u0628\u0629: \u0646\u0639\u0645 - \u064a\u0645\u0643\u0646\u0643 \u0628\u0646\u0627\u0621 \u0645\u0633\u0627\u0639\u062f\u064a\u0646 \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062c\u0648\u062f\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062c\u0645\u0639 \u0628\u064a\u0646 \u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0646\u064a\u0629\u060c \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0644\u063a\u0629\u060c \u0648\u0646\u0645\u0627\u0630\u062c \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0644\u0643\u0644 \u0644\u063a\u0629 \u0623\u0648 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0648\u064a \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a \u0645\u0639 \u0627\u0644\u062a\u062e\u0635\u064a\u0635. \u0623\u0633\u062a\u062e\u062f\u0645 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0647\u062c\u064a\u0646\u0629: \u064a\u0648\u062c\u0647 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0625\u0644\u0649 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0645\u062d\u062f\u062f\u0629 \u0644\u0644\u063a\u0629 \u0644\u062a\u062d\u0642\u064a\u0642 \u062f\u0642\u0629 \u0639\u0627\u0644\u064a\u0629 (\u0645\u0647\u0645 \u0644\u062a\u0635\u062d\u064a\u062d \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0648\u0627\u0644\u0646\u0637\u0642)\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u062a\u0639\u0627\u0645\u0644 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0645\u0639 \u0627\u0644\u062a\u062d\u0648\u064a\u0644\u0627\u062a \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0637\u064a\u0629 \u0648\u0639\u0628\u0631 \u0627\u0644\u0644\u063a\u0627\u062a \u0639\u0646\u062f \u0627\u0644\u0627\u0642\u062a\u0636\u0627\u0621.<\/p>\n
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\n- \u0643\u0634\u0641 \u0627\u0644\u0644\u063a\u0629 \u0648\u0627\u0644\u062a\u0648\u062c\u064a\u0647:<\/strong> \u0627\u0644\u0643\u0634\u0641 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a \u0639\u0646 \u0644\u063a\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0627\u0644\u062c\u0648\u0644\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u0648\u062a\u0648\u062c\u064a\u0647\u0647 \u0625\u0644\u0649 \u0646\u0645\u0648\u0630\u062c \u0645\u062d\u0644\u064a \u0623\u0648 \u0642\u0627\u0639\u062f\u0629 \u0645\u0639\u0631\u0641\u0629. \u0647\u0630\u0627 \u064a\u062d\u0633\u0646 \u0627\u0644\u062f\u0642\u0629 \u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629 \u0641\u064a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0648\u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649.<\/li>\n
- \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0645\u062d\u0644\u064a \u0648\u0627\u0644\u062a\u0639\u0627\u0628\u064a\u0631:<\/strong> \u062a\u062c\u0646\u0628 \u0627\u0644\u062a\u0631\u062c\u0645\u0627\u062a \u0627\u0644\u062d\u0631\u0641\u064a\u0629 - \u0642\u0645 \u0628\u062a\u0639\u0631\u064a\u0628 \u0627\u0644\u0623\u0645\u062b\u0644\u0629\u060c \u0648\u0627\u0644\u0625\u0634\u0627\u0631\u0627\u062a \u0627\u0644\u062b\u0642\u0627\u0641\u064a\u0629\u060c \u0648\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u0635\u062d\u064a\u062d \u0644\u0643\u0644 \u0644\u063a\u0629 \u0645\u0633\u062a\u0647\u062f\u0641\u0629 (\u062f\u0631\u062f\u0634\u0629 \u062a\u0639\u0644\u0645 \u0627\u0644\u0625\u0633\u0628\u0627\u0646\u064a\u0629 \u0645\u0642\u0627\u0628\u0644 \u062f\u0631\u062f\u0634\u0629 \u062a\u0639\u0644\u0645 \u0627\u0644\u0635\u064a\u0646\u064a\u0629 \u062a\u062a\u0637\u0644\u0628 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u062a\u062f\u0631\u064a\u0633 \u0645\u062e\u062a\u0644\u0641\u0629).<\/li>\n
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\u0623\u0648\u0635\u064a \u0628\u0627\u0644\u0628\u062f\u0621 \u0628\u062f\u0631\u0627\u0633\u0629 \u0627\u0644\u0623\u0633\u0633 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0648\u0625\u0636\u0627\u0641\u0629 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0639\u0645\u0644\u064a \u0639\u0644\u064a\u0647\u0627. \u0627\u062f\u0631\u0633 \u0627\u0644\u0623\u0633\u0633 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629: \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP) \u2014 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0646\u0635\u060c \u0648\u0648\u0633\u0645 \u0623\u062c\u0632\u0627\u0621 \u0627\u0644\u0643\u0644\u0627\u0645\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\u060c \u0648\u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a (word2vec\u060c GloVe)\u060c \u0648\u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a (BERT\/GPT) \u2014 \u062b\u0645 \u062a\u0627\u0628\u0639 \u0642\u0631\u0627\u0621\u0627\u062a \u0645\u0631\u0643\u0632\u0629 \u0645\u062b\u0644 \u062f\u0648\u0631\u0629 CS224n \u0641\u064a \u062c\u0627\u0645\u0639\u0629 \u0633\u062a\u0627\u0646\u0641\u0648\u0631\u062f \u0648\u062f\u0631\u0648\u0633 Hugging Face \u0644\u062a\u062b\u0628\u064a\u062a \u0646\u0638\u0631\u064a\u062a\u0643. \u062a\u0639\u0644\u0645 \u0623\u0633\u0627\u0633\u064a\u0627\u062a \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629: \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062e\u0627\u0636\u0639 \u0648\u0627\u0644\u0625\u0634\u0631\u0627\u0641\u064a\u060c \u0627\u0644\u062a\u0635\u0646\u064a\u0641\/\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631\u060c \u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u062a\u0642\u064a\u064a\u0645 (\u0627\u0644\u062f\u0642\u0629\u060c \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639\u060c F1)\u060c \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u0645\u062a\u0642\u0627\u0637\u0639 (scikit-learn \u0647\u0648 \u0645\u0648\u0631\u062f \u0623\u0633\u0627\u0633\u064a \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0633\u0627\u0633). \u0627\u0646\u062a\u0642\u0644 \u0625\u0644\u0649 \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: \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0633\u0644\u0633\u0644 (RNN\/LSTM)\u060c \u0648\u0622\u0644\u064a\u0627\u062a \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0648\u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062f\u0639\u0645 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0627\u0644\u062d\u062f\u064a\u062b\u0629 (\u0627\u0646\u0638\u0631 \u0648\u0631\u0642\u0629 \u0627\u0644\u0645\u062d\u0648\u0644).<\/p>\n
\u0628\u0639\u062f \u0630\u0644\u0643\u060c \u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0628\u0646\u0627\u0621 \u0623\u0646\u0638\u0645\u0629 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0646\u0648\u0627\u064a\u0627 \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u062a\u062c\u0631\u0628\u0629 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062d\u0648\u0627\u0631 \u0648\u062a\u062a\u0628\u0639 \u0627\u0644\u062d\u0627\u0644\u0629 (\u0627\u0633\u062a\u0646\u0627\u062f\u064b\u0627 \u0625\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f\u060c \u0648\u0627\u0633\u062a\u0646\u0627\u062f\u064b\u0627 \u0625\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639\u060c \u0648\u0627\u0644\u0633\u064a\u0627\u0633\u0627\u062a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629). \u0646\u0641\u0630 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0648\u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u0631\u062f\u0648\u062f - \u0642\u0627\u0631\u0646 \u0628\u064a\u0646 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0644\u0628 \u0648\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 \u0648\u0627\u0644\u0647\u062c\u064a\u0646\u0629 \u0628\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0648\u0627\u0644\u062a\u0648\u0644\u064a\u062f. \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0645\u0647\u0645\u0629: \u0627\u0633\u062a\u062e\u062f\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0645\u0646 scikit learn\u060c \u0648Hugging Face Transformers \u0644\u0644\u062a\u0639\u062f\u064a\u0644\u060c \u0648SDKs \u0627\u0644\u0645\u0646\u0635\u0627\u062a. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0646\u0634\u0631 \u0627\u0644\u0631\u0633\u0627\u0626\u0644\u060c \u0623\u062f\u0645\u062c \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0648\u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0645\u0639 \u0645\u064a\u0632\u0627\u062a \u0623\u062a\u0645\u062a\u0629 Messenger Bot \u0648\u0627\u0631\u0628\u0637\u0647\u0627 \u0628\u0627\u0644\u0645\u0646\u0637\u0642 \u0627\u0644\u062d\u0648\u0627\u0631\u064a \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u062d\u0631\u0643\u0629 \u0627\u0644\u0645\u0631\u0648\u0631 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629. \u0627\u0628\u062f\u0623 \u0628\u0645\u0634\u0627\u0631\u064a\u0639 \u0635\u063a\u064a\u0631\u0629 (\u0631\u0648\u0628\u0648\u062a FAQ\u060c FAQ \u0627\u0644\u0648\u0627\u0639\u064a \u0628\u0627\u0644\u0633\u064a\u0627\u0642\u060c \u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629 \u062a\u0648\u0644\u064a\u062f\u064a \u0628\u0633\u064a\u0637) \u0648\u0627\u0633\u062a\u062e\u062f\u0645 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0627\u0645\u0629 \u0644\u0628\u062f\u0621 \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0648\u0627\u0644\u062a\u0642\u064a\u064a\u0645.<\/p>\n
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NLP, transformers, and machine learning while building small bots to cement skills. Follow a practical roadmap to learn ai chatbot: foundations, tooling (scikit learn chatbot prototypes), fine\u2011tuning, then production deployment. Use free resources to learn chatbot free online and validate with hands\u2011on labs\u2014no\u2011code builders […]<\/p>\n","protected":false},"author":14928,"featured_media":258969,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":"","rank_math_title":"","rank_math_description":"","rank_math_focus_keyword":"","rank_math_canonical_url":"","rank_math_robots":"","rank_math_facebook_title":"","rank_math_facebook_description":"","rank_math_twitter_title":"","rank_math_twitter_description":""},"categories":[31],"tags":[],"class_list":["post-258970","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"_links":{"self":[{"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/posts\/258970","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/users\/14928"}],"replies":[{"embeddable":true,"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/comments?post=258970"}],"version-history":[{"count":0,"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/posts\/258970\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/media\/258969"}],"wp:attachment":[{"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/media?parent=258970"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/categories?post=258970"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/tags?post=258970"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}<\/p>\n\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0648\u0627\u0644\u062f\u0648\u0631\u0627\u062a<\/h2>\n
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