{"id":136719,"date":"2023-09-06T12:25:04","date_gmt":"2023-09-06T09:25:04","guid":{"rendered":"https:\/\/aiacademy.info\/blog\/?p=136719"},"modified":"2023-09-07T16:35:30","modified_gmt":"2023-09-07T13:35:30","slug":"%d8%aa%d8%ae%d8%b5%d8%b5-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa","status":"publish","type":"post","link":"https:\/\/aiacademy.info\/blog\/%d8%aa%d8%ae%d8%b5%d8%b5-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa\/","title":{"rendered":"\u062a\u062e\u0635\u0635 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a"},"content":{"rendered":"
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\u062a\u062e\u0635\u0635 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a: \u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0634\u0627\u0645\u0644 \u0644\u0628\u062f\u0621 \u0631\u062d\u0644\u062a\u0643 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631<\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
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\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0628\u062d\u062b \u0639\u0646 \u0645\u062c\u0627\u0644 \u0648\u0627\u0639\u062f \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u063a\u064a\u0631 \u0645\u0633\u062a\u0642\u0628\u0644\u0643 \u0627\u0644\u0645\u0647\u0646\u064a \u0648\u064a\u0633\u0627\u0647\u0645 \u0641\u064a \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0639\u0627\u0644\u0645 \u0645\u0646 \u062d\u0648\u0644\u0643\u060c \u0641\u062a\u062e\u0635\u0635 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/a> \u0647\u0648 \u0627\u0644\u062c\u0648\u0627\u0628. \u0625\u0646\u0647\u0627 \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0623\u0643\u062b\u0631 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u062a\u0637\u0648\u0631\u0627\u064b \u0648\u0625\u062b\u0627\u0631\u0629 \u0641\u064a \u0639\u0635\u0631\u0646\u0627 \u0627\u0644\u062d\u0627\u0644\u064a\u060c \u062d\u064a\u062b \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0648\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0646\u064a\u0631\u0629. \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u0642\u0627\u0644\u060c \u0633\u0646\u0633\u062a\u0643\u0634\u0641 \u0645\u0627 \u0647\u0648 \u062a\u062e\u0635\u0635 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0627\u0630\u0627 \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0642\u062f\u0645\u0647 \u0644\u0643.<\/p>\n

\u0645\u0627 \u0647\u0648 \u062a\u062e\u0635\u0635 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u061f<\/h2>\n

\u062a\u062e\u0635\u0635 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u0648 \u0645\u062c\u0627\u0644 \u064a\u0631\u062a\u0643\u0632 \u0639\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0648\u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0642\u064a\u0645\u0629. \u064a\u062a\u0636\u0645\u0646 \u0639\u0645\u0644 \u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0645\u062b\u0644 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0648\u0633\u0627\u0626\u0644 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a \u0648\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0627\u0633\u062a\u0634\u0639\u0627\u0631\u060c \u062b\u0645 \u062a\u062d\u0644\u064a\u0644\u0647\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062a\u0642\u062f\u0645\u0629 \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0627\u0644\u0647\u062f\u0641 \u0647\u0648 \u0641\u0647\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0639\u0645\u0642 \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0644\u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0645\u0633\u062a\u0646\u064a\u0631\u0629.<\/p>\n

\u0641\u0648\u0627\u0626\u062f \u062a\u062e\u0635\u0635 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/h2>\n

1. \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0646\u0645\u0627\u0637<\/strong><\/h3>\n

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

2. \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621<\/strong><\/h3>\n

\u0639\u0646\u062f\u0645\u0627 \u064a\u062a\u0645 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d\u060c \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0623\u0639\u0645\u0627\u0644\u060c \u064a\u0645\u0643\u0646 \u062a\u062d\u0633\u064a\u0646 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0648\u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0639\u0646\u062f\u0645\u0627 \u064a\u062a\u0645 \u0641\u0647\u0645 \u0623\u062f\u0642 \u0644\u0644\u0639\u0645\u0644\u064a\u0627\u062a.<\/p>\n

3. \u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0645\u0633\u062a\u0646\u064a\u0631\u0629<\/strong><\/h3>\n

\u062a\u0642\u062f\u064a\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062f\u0642\u064a\u0642 \u064a\u0633\u0647\u0645 \u0641\u064a \u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0645\u0633\u062a\u0646\u064a\u0631\u0629. \u0647\u0630\u0627 \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0643\u0648\u0646 \u062d\u0627\u0633\u0645\u064b\u0627 \u0641\u064a \u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0648\u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0633\u064a\u0627\u0633\u0627\u062a \u0627\u0644\u062d\u0643\u0648\u0645\u064a\u0629 \u0648\u0627\u0644\u0645\u0632\u064a\u062f.<\/p>\n

4. \u0641\u0631\u0635 \u0645\u0647\u0646\u064a\u0629 \u0648\u0627\u0633\u0639\u0629<\/strong><\/h3>\n

\u062a\u062e\u0635\u0635 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u064a\u0641\u062a\u062d \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0641\u0631\u0635 \u0627\u0644\u0645\u0647\u0646\u064a\u0629 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u062a\u0646\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0648\u0627\u062d\u062f\u064b\u0627 \u0645\u0646 \u0623\u0643\u062b\u0631 \u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0637\u0644\u0628\u064b\u0627 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0627\u0644\u064a. \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0639\u0645\u0644 \u0643\u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0623\u062e\u0635\u0627\u0626\u064a \u062a\u0639\u0644\u0645 \u0622\u0644\u064a\u060c \u0623\u0648 \u062d\u062a\u0649 \u0639\u0627\u0644\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u062e\u0635\u0635.<\/p>\n

\u0643\u064a\u0641 \u062a\u0628\u062f\u0623 \u0641\u064a \u062a\u062e\u0635\u0635 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u061f<\/h2>\n
    \n
  1. \u0627\u062d\u0635\u0644 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u064a\u0645 \u0627\u0644\u0645\u0646\u0627\u0633\u0628<\/strong>: \u064a\u0645\u0643\u0646\u0643 \u0628\u062f\u0621 \u0627\u0644\u0631\u062d\u0644\u0629 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0627\u0644\u0627\u0644\u062a\u062d\u0627\u0642 \u0628\u0628\u0631\u0627\u0645\u062c \u062f\u0631\u0627\u0633\u0627\u062a \u0639\u0644\u064a\u0627 \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0648 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629. \u0647\u0646\u0627\u0643 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u062c\u0627\u0645\u0639\u0627\u062a \u0648\u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0642\u062f\u0645 \u0628\u0631\u0627\u0645\u062c \u0645\u062a\u062e\u0635\u0635\u0629 \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n
  2. \u062a\u0639\u0644\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a<\/strong>: \u0627\u0628\u062f\u0623 \u0628\u0641\u0647\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0625\u062d\u0635\u0627\u0621\u0627\u062a \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a.<\/li>\n
  3. \u062a\u0637\u0628\u064a\u0642 \u0639\u0645\u0644\u064a<\/strong>: \u0642\u0645 \u0628\u062a\u0646\u0641\u064a\u0630 \u0645\u0634\u0627\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0629 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u062d\u0642\u064a\u0642\u064a\u0629. \u0647\u0630\u0627 \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u062a\u0637\u0628\u064a\u0642 \u0645\u0627 \u062a\u0639\u0644\u0645\u062a\u0647.<\/li>\n
  4. \u0627\u0644\u0645\u0634\u0627\u0631\u0643\u0629 \u0641\u064a \u0627\u0644\u0645\u062c\u062a\u0645\u0639<\/strong>: \u0627\u0646\u0636\u0645 \u0625\u0644\u0649 \u0645\u062c\u062a\u0645\u0639\u0627\u062a \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0648\u0634\u0627\u0631\u0643 \u0641\u064a \u0627\u0644\u0645\u0646\u0627\u0642\u0634\u0627\u062a \u0648\u062d\u0644 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/li>\n
  5. \u0627\u0644\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645<\/strong>: \u062a\u063a\u064a\u0631 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0633\u0631\u0639\u0629\u060c \u0644\u0630\u0627 \u064a\u062c\u0628 \u0639\u0644\u064a\u0643 \u0645\u0648\u0627\u0635\u0644\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0648\u0645\u062a\u0627\u0628\u0639\u0629 \u0623\u062d\u062f\u062b \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a.<\/li>\n<\/ol>\n

    \u062a\u062e\u0635\u0635 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u0648 \u0645\u062c\u0627\u0644 \u0645\u0644\u0647\u0645 \u0648\u0645\u0644\u064a\u0621 \u0628\u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0648\u0627\u0644\u0641\u0631\u0635. \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0631\u063a\u0628 \u0641\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0641\u0647\u0645 \u0627\u0644\u0639\u0627\u0644\u0645 \u0648\u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0645\u0633\u062a\u0646\u064a\u0631\u0629\u060c \u0641\u0625\u0646 \u0647\u0630\u0627 \u0627\u0644\u062a\u062e\u0635\u0635 \u0642\u062f \u064a\u0643\u0648\u0646 \u0627\u0644\u0645\u0641\u062a\u0627\u062d \u0644\u062a\u062d\u0642\u064a\u0642 \u0623\u0647\u062f\u0627\u0641\u0643 \u0627\u0644\u0645\u0647\u0646\u064a\u0629 \u0648\u0627\u0644\u0634\u062e\u0635\u064a\u0629. \u0627\u0628\u062f\u0623 \u0627\u0644\u064a\u0648\u0645 \u0648\u0627\u0633\u062a\u0639\u062f \u0644\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062f\u0631\u0627\u0633\u0629 \u062a\u062e\u0635\u0635 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n

    \n

     <\/p>\n

    \u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0634\u0627\u0645\u0644 \u0644\u0628\u062f\u0621 \u0631\u062d\u0644\u062a\u0643 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631:<\/h1>\n

     <\/p>\n

    \u0627\u0644\u062e\u0637\u0648\u0629 1: \u0641\u0647\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a<\/strong><\/h3>\n

    1.1. \u0645\u0641\u0647\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>: \u064a\u0628\u062f\u0623 \u0643\u0644 \u0634\u064a\u0621 \u0628\u0641\u0647\u0645 \u0645\u0627\u0647\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0623\u0646\u0648\u0627\u0639\u0647\u0627 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0647\u064a\u0643\u0644\u064a\u0629 \u0648\u063a\u064a\u0631 \u0627\u0644\u0647\u064a\u0643\u0644\u064a\u0629.<\/p>\n

    1.2. \u0627\u0644\u0625\u062d\u0635\u0627\u0621<\/strong>: \u062a\u0639\u0644\u0645 \u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0627\u0644\u0625\u062d\u0635\u0627\u0621 \u0645\u062b\u0644 \u0627\u0644\u0648\u0633\u0637 \u0627\u0644\u062d\u0633\u0627\u0628\u064a \u0648\u0627\u0644\u0627\u0646\u062d\u0631\u0627\u0641 \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a \u0648\u0627\u0644\u062a\u0648\u0632\u064a\u0639\u0627\u062a \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629\u060c \u0648\u0647\u064a \u0645\u0641\u0627\u0647\u064a\u0645 \u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0641\u0647\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n

    1.3. \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a<\/strong>: \u0644\u0627 \u063a\u0646\u0649 \u0639\u0646 \u0641\u0647\u0645 \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u062c\u0628\u0631 \u0627\u0644\u062e\u0637\u064a \u0648\u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a \u0648\u0627\u0644\u0625\u062d\u0635\u0627\u0621. \u0641\u0647\u064a \u062a\u0634\u0643\u0644 \u0627\u0644\u0623\u0633\u0627\u0633 \u0644\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a.<\/p>\n

    \u0627\u0644\u062e\u0637\u0648\u0629 2: \u062a\u0639\u0644\u0645 \u0644\u063a\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629<\/strong><\/h3>\n

    2.1. Python<\/strong>: \u062a\u0639\u062a\u0628\u0631 Python \u0644\u063a\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u064b\u0627 \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0627\u0628\u062f\u0623 \u0628\u062a\u0639\u0644\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0648\u0627\u0633\u062a\u062e\u062f\u0645 Python \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0628\u0646\u0627\u0621 \u0627\u0644\u0646\u0645\u0627\u0630\u062c.<\/p>\n

    2.2. \u0645\u0643\u062a\u0628\u0627\u062a Python<\/strong>: \u0627\u0633\u062a\u0643\u0634\u0641 \u0645\u0643\u062a\u0628\u0627\u062a Python \u0627\u0644\u0645\u0641\u064a\u062f\u0629 \u0645\u062b\u0644 NumPy \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u062f\u062f\u064a\u0629 \u0648Pandas \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648Matplotlib \u0648Seaborn \u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0628\u0635\u0631\u064a.<\/p>\n

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

    \n
    \n
    \n
    \n
    \n

     <\/p>\n

    \"\u062a\u062e\u0635\u0635
    \u062a\u062e\u0635\u0635 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/figcaption><\/figure>\n

     <\/p>\n

    \u0627\u0644\u062e\u0637\u0648\u0629 3: \u062a\u0639\u0644\u0645 \u062a\u0646\u0638\u064a\u0641 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong><\/h3>\n

    3.1. \u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>: \u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u062a\u0646\u0638\u064a\u0641 \u0648\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0639\u0646\u0627\u064a\u0629 \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0641\u064a \u062a\u062d\u0644\u064a\u0644\u0627\u062a\u0643 \u0628\u0634\u0643\u0644 \u062f\u0642\u064a\u0642 \u0648\u0645\u0648\u062b\u0648\u0642.<\/p>\n

    3.2. \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Exploratory Data Analysis – EDA)<\/strong>: \u0627\u0628\u062f\u0623 \u0641\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629 \u0648\u0627\u0644\u0625\u062d\u0635\u0627\u0621\u0627\u062a \u0644\u0641\u0647\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0623\u0641\u0636\u0644\u060c \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0648\u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0645\u0646\u0647\u0627.<\/p>\n

    \u0627\u0644\u062e\u0637\u0648\u0629 4: \u062a\u0639\u0644\u0645 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong><\/h3>\n

    4.1. \u062a\u0639\u0644\u0645 \u0627\u0644\u062c\u0628\u0631 \u0627\u0644\u062e\u0637\u064a \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0631\u064a\u0627\u0636\u064a<\/strong>: \u0627\u0643\u062a\u0634\u0641 \u062a\u0641\u0627\u0635\u064a\u0644 \u0643\u064a\u0641\u064a\u0629 \u0639\u0645\u0644 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u0641\u0647\u0645 \u0627\u0644\u062c\u0628\u0631 \u0627\u0644\u062e\u0637\u064a \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0631\u064a\u0627\u0636\u064a.<\/p>\n

    4.2. \u0628\u0646\u0627\u0621 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0648\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 (Machine Learning)<\/strong>: \u0627\u0628\u062f\u0623 \u0641\u064a \u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u062a\u0646\u0628\u0624\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629.<\/p>\n

    4.3. \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (Natural Language Processing – NLP)<\/strong>: \u0625\u0630\u0627 \u0643\u0646\u062a \u0645\u0647\u062a\u0645\u064b\u0627 \u0628\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0646\u0635\u0648\u0635\u060c \u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629.<\/p>\n

    4.4. \u0627\u0644\u062a\u0639\u0645\u0642 \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (Big Data)<\/strong>: \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0633\u0639\u0649 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629\u060c \u0627\u0643\u062a\u0634\u0641 \u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062f\u0648\u0627\u062a \u0645\u062b\u0644 Apache Hadoop \u0648Spark \u0644\u062a\u062d\u0642\u064a\u0642 \u0623\u0647\u062f\u0627\u0641\u0643.<\/p>\n

    \u0627\u0644\u062e\u0637\u0648\u0629 5: \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0639\u0645\u0644\u064a\u0629<\/strong><\/h3>\n

    5.1. \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0639\u0645\u0644\u064a\u0629<\/strong>: \u0642\u0645 \u0628\u062a\u0646\u0641\u064a\u0630 \u0645\u0634\u0627\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0629 \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0648\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0639\u0644\u0645\u062a\u0647\u0627 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0648\u0647\u0630\u0627 \u064a\u0633\u0627\u0639\u062f\u0643 \u0639\u0644\u0649 \u062a\u0637\u0628\u064a\u0642 \u0645\u0627 \u062a\u0639\u0644\u0645\u062a\u0647 \u0641\u064a \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0648\u0627\u0642\u0639\u064a\u0629.<\/p>\n

    5.2. \u0645\u0634\u0627\u0631\u0643\u0629 \u0648\u0645\u0646\u0627\u0642\u0634\u0629<\/strong>: \u0634\u0627\u0631\u0643 \u062a\u0642\u062f\u0645\u0643 \u0645\u0639 \u0645\u062c\u062a\u0645\u0639 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0634\u062a\u0631\u0643 \u0641\u064a \u0645\u0646\u062a\u062f\u064a\u0627\u062a \u0648\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0644\u0644\u062a\u0639\u0644\u0645 \u0648\u0627\u0644\u0645\u0646\u0627\u0642\u0634\u0629 \u0645\u0639 \u0627\u0644\u0622\u062e\u0631\u064a\u0646.<\/p>\n

    \u0627\u0644\u062e\u0637\u0648\u0629 6: \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631<\/strong><\/h3>\n

    6.1. \u0645\u062a\u0627\u0628\u0639\u0629 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a<\/strong>: \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u0648 \u0645\u062c\u0627\u0644 \u0645\u062a\u063a\u064a\u0631 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631\u060c \u0644\u0630\u0627 \u062a\u0627\u0628\u0639 \u0623\u062d\u062f\u062b \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0648\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0644\u0644\u0628\u0642\u0627\u0621 \u0645\u062d\u062f\u062b\u064b\u0627.<\/p>\n

    6.2. \u0627\u0644\u0645\u0635\u0627\u062f\u0631 \u0648\u0627\u0644\u062f\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629<\/strong>: \u0627\u0633\u062a\u0641\u062f \u0645\u0646 \u0627\u0644\u0643\u062a\u0628 \u0648\u0627\u0644\u062f\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0648\u0627\u0644\u0645\u0642\u0627\u0644\u0627\u062a \u0644\u0632\u064a\u0627\u062f\u0629 \u0645\u0639\u0631\u0641\u062a\u0643 \u0648\u0645\u0647\u0627\u0631\u0627\u062a\u0643.<\/p>\n

    6.3. \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0627\u0644\u0634\u0647\u0627\u062f\u0627\u062a<\/strong>: \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0631\u063a\u0628 \u0641\u064a \u062f\u062e\u0648\u0644 \u0645\u062c\u0627\u0644 \u0627\u0644\u0639\u0645\u0644 \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0641\u0642\u062f \u062a\u0646\u0638\u0631 \u0641\u064a \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0634\u0647\u0627\u062f\u0627\u062a \u0645\u0639\u062a\u0631\u0641 \u0628\u0647\u0627 \u0644\u062a\u0639\u0632\u064a\u0632 \u0641\u0631\u0635\u0643 \u0627\u0644\u0645\u0647\u0646\u064a\u0629.<\/p>\n

    \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u0648 \u0645\u062c\u0627\u0644 \u0634\u064a\u0642 \u0648\u0645\u062b\u064a\u0631\u060c \u0648\u064a\u062a\u0637\u0644\u0628 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u062c\u0647\u062f \u0648\u0627\u0644\u062a\u0641\u0631\u063a \u0644\u062a\u0637\u0648\u064a\u0631 \u0645\u0647\u0627\u0631\u0627\u062a\u0643. \u0648\u0644\u0643\u0646 \u0645\u0639 \u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0629 \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u060c \u0633\u062a\u0643\u0648\u0646 \u0642\u0627\u062f\u0631\u064b\u0627 \u0639\u0644\u0649 \u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u0646\u062c\u0627\u062d \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644 \u0648\u0627\u0644\u0645\u0633\u0627\u0647\u0645\u0629 \u0641\u064a \u062d\u0644\u0648\u0644 \u0645\u0628\u062a\u0643\u0631\u0629 \u0644\u0645\u0634\u0627\u0643\u0644 \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

    \u062a\u062e\u0635\u0635 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a: \u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0634\u0627\u0645\u0644 \u0644\u0628\u062f\u0621 \u0631\u062d\u0644\u062a\u0643 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631   \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0628\u062d\u062b \u0639\u0646 \u0645\u062c\u0627\u0644 \u0648\u0627\u0639\u062f \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u063a\u064a\u0631 \u0645\u0633\u062a\u0642\u0628\u0644\u0643 \u0627\u0644\u0645\u0647\u0646\u064a \u0648\u064a\u0633\u0627\u0647\u0645 \u0641\u064a \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0639\u0627\u0644\u0645…<\/p>\n","protected":false},"author":4,"featured_media":139130,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":"","footnotes":""},"categories":[96],"tags":[1743,3756,3755],"class_list":["post-136719","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-96","tag-1743","tag-3756","tag-3755"],"_links":{"self":[{"href":"https:\/\/aiacademy.info\/blog\/wp-json\/wp\/v2\/posts\/136719","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aiacademy.info\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aiacademy.info\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aiacademy.info\/blog\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/aiacademy.info\/blog\/wp-json\/wp\/v2\/comments?post=136719"}],"version-history":[{"count":3,"href":"https:\/\/aiacademy.info\/blog\/wp-json\/wp\/v2\/posts\/136719\/revisions"}],"predecessor-version":[{"id":136742,"href":"https:\/\/aiacademy.info\/blog\/wp-json\/wp\/v2\/posts\/136719\/revisions\/136742"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aiacademy.info\/blog\/wp-json\/wp\/v2\/media\/139130"}],"wp:attachment":[{"href":"https:\/\/aiacademy.info\/blog\/wp-json\/wp\/v2\/media?parent=136719"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aiacademy.info\/blog\/wp-json\/wp\/v2\/categories?post=136719"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aiacademy.info\/blog\/wp-json\/wp\/v2\/tags?post=136719"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}