{"id":4159,"date":"2025-09-28T23:23:38","date_gmt":"2025-09-28T19:53:38","guid":{"rendered":"https:\/\/kitcat-academy.com\/?page_id=4159"},"modified":"2026-04-19T17:17:31","modified_gmt":"2026-04-19T13:47:31","slug":"%d8%af%d9%88%d8%b1%d9%87-%d8%ac%d8%a7%d9%85%d8%b9-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d8%a8%d8%b1%d9%86%d8%a7%d9%85%d9%87-%d9%86%d9%88%db%8c%d8%b3%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86","status":"publish","type":"page","link":"https:\/\/kitcat-academy.com\/en\/%d8%af%d9%88%d8%b1%d9%87-%d8%ac%d8%a7%d9%85%d8%b9-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d8%a8%d8%b1%d9%86%d8%a7%d9%85%d9%87-%d9%86%d9%88%db%8c%d8%b3%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/","title":{"rendered":"\u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646"},"content":{"rendered":"

\"\u0622\u0645\u0648\u0634<\/p>\n

\u067e\u0627\u06cc\u062a\u0648\u0646 \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u062d\u0628\u0648\u0628\u200c\u062a\u0631\u06cc\u0646 \u0648 \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f\u062a\u0631\u06cc\u0646 \u0632\u0628\u0627\u0646\u200c\u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u062f\u0631 \u062f\u0646\u06cc\u0627\u0633\u062a\u061b \u0627\u0632 \u062a\u0648\u0633\u0639\u0647 \u0648\u0628 \u06af\u0631\u0641\u062a\u0647 \u062a\u0627 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u060c \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646. \u0627\u06af\u0631 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u0622\u06cc\u0646\u062f\u0647\u200c\u06cc \u0634\u063a\u0644\u06cc\u200c\u062a\u0627\u0646 \u0631\u0627 \u062f\u0631 \u06cc\u06a9\u06cc \u0627\u0632 \u067e\u0631\u062f\u0631\u0622\u0645\u062f\u062a\u0631\u06cc\u0646 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc \u0641\u0646\u0627\u0648\u0631\u06cc \u0628\u0633\u0627\u0632\u06cc\u062f\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0646\u0642\u0637\u0647\u200c\u06cc \u0634\u0631\u0648\u0639 \u0627\u0633\u062a.<\/p>\n

\u062f\u0631 \u0622\u06a9\u0627\u062f\u0645\u06cc \u06a9\u06cc\u062a \u06a9\u062a<\/strong><\/span><\/a>\u060c \u0645\u0627 \u06cc\u06a9 \u0645\u0633\u06cc\u0631 \u0622\u0645\u0648\u0632\u0634\u06cc \u062c\u0627\u0645\u0639 \u0648 \u067e\u0631\u0648\u0698\u0647\u200c\u0645\u062d\u0648\u0631<\/strong> \u0637\u0631\u0627\u062d\u06cc \u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u0645 \u06a9\u0647 \u0634\u0645\u0627 \u0631\u0627 \u0642\u062f\u0645 \u0628\u0647 \u0642\u062f\u0645 \u0627\u0632 \u0645\u0628\u0627\u0646\u06cc \u067e\u0627\u06cc\u0647 \u062a\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u200c\u062a\u0631\u06cc\u0646 \u0645\u0628\u0627\u062d\u062b \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642<\/strong> \u0647\u0645\u0631\u0627\u0647\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n

\u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u062f\u0631 \u0642\u0627\u0644\u0628 \u06f8 \u062a\u0631\u0645 \u0645\u062a\u0648\u0627\u0644\u06cc<\/strong> \u0628\u0631\u06af\u0632\u0627\u0631 \u0645\u06cc\u200c \u0634\u0648\u062f \u0648 \u062f\u0631 \u0647\u0631 \u062a\u0631\u0645 \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u062c\u0644\u0633\u0627\u062a \u062a\u0626\u0648\u0631\u06cc\u060c \u06f4 \u062c\u0644\u0633\u0647\u200c\u06cc \u0639\u0645\u0644\u06cc \u0648 \u06a9\u0627\u0631\u06af\u0627\u0647\u06cc \u0646\u06cc\u0632 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u062f\u0647 \u062a\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0634\u0645\u0627 \u06a9\u0627\u0645\u0644\u0627\u064b \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0648 \u067e\u0631\u0648\u0698\u0647\u200c\u0645\u062d\u0648\u0631 \u0628\u0627\u0634\u062f.<\/p>\n

<\/h2>\n

<\/h2>\n

<\/h2>\n

<\/h2>\n
\n

\u0686\u0631\u0627 \u062f\u0648\u0631\u0647 \u062c\u0627\u0645\u0639 \u067e\u0627\u06cc\u062a\u0648\u0646 \u06a9\u06cc\u062a \u06a9\u062a \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u0646\u0627\u0633\u0628\u06cc \u0627\u0633\u062a\u061f<\/strong><\/span><\/h2>\n

\u2705 \u067e\u0648\u0634\u0634 \u0645\u0628\u0627\u062d\u062b \u0627\u0632 \u0633\u0637\u062d \u0645\u0642\u062f\u0645\u0627\u062a\u06cc \u062a\u0627 \u062a\u062e\u0635\u0635\u06cc
\u2705 \u062c\u0644\u0633\u0627\u062a \u0622\u0646\u0644\u0627\u06cc\u0646 \u0648 \u062a\u0639\u0627\u0645\u0644\u06cc + \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0648\u06cc\u062f\u0626\u0648\u0647\u0627
\u2705 \u062a\u0645\u0631\u06cc\u0646\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc\u060c \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u067e\u0627\u06cc\u0627\u0646\u06cc \u0648 \u0631\u0641\u0639 \u0627\u0634\u06a9\u0627\u0644
\u2705 \u0645\u0646\u062a\u0648\u0631\u06cc\u0646\u06af \u0648 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u062e\u062a\u0635\u0627\u0635\u06cc
\u2705 \u0627\u0631\u0627\u0626\u0647 \u0645\u062f\u0631\u06a9 \u062f\u0631 \u067e\u0627\u06cc\u0627\u0646 \u0647\u0631 \u062f\u0648\u0631\u0647
\u2705 \u0622\u0645\u0627\u062f\u06af\u06cc \u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f \u0628\u0647 \u0628\u0627\u0632\u0627\u0631 \u06a9\u0627\u0631 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u062f\u0627\u062f\u0647\u060c \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/strong><\/p>\n

\u062f\u0631 \u0622\u06a9\u0627\u062f\u0645\u06cc \u06a9\u06cc\u062a \u06a9\u062a \u0645\u0627 \u0628\u0627\u0648\u0631 \u062f\u0627\u0631\u06cc\u0645 \u06a9\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0648\u0627\u0642\u0639\u06cc \u0641\u0642\u0637 \u0628\u0627 \u0647\u0645\u0631\u0627\u0647\u06cc \u06cc\u06a9 \u0645\u0631\u0628\u06cc \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u0627\u0645\u06a9\u0627\u0646\u200c\u067e\u0630\u06cc\u0631 \u0627\u0633\u062a. \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0627\u0641\u062a\u062e\u0627\u0631 \u062f\u0627\u0631\u06cc\u0645 \u06a9\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0645\u0631\u0628\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/strong> \u062f\u0631 \u06a9\u0646\u0627\u0631 \u0634\u0645\u0627\u0633\u062a:<\/p>\n

\u0686\u0631\u0627 \u0645\u0631\u0628\u06cc\u0627\u0646 \u0622\u06a9\u0627\u062f\u0645\u06cc \u06a9\u06cc\u062a \u06a9\u062a \u0628\u0631\u062a\u0631 \u0647\u0633\u062a\u0646\u062f\u061f<\/h3>\n

\ud83d\udd39 \u0645\u0631\u0628\u06cc\u0627\u0646 \u0645\u0627 \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u062f\u0627\u0646\u0634 \u062a\u0626\u0648\u0631\u06cc \u0639\u0645\u06cc\u0642\u060c \u062a\u062c\u0631\u0628\u0647 \u0639\u0645\u0644\u06cc \u062f\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u062f\u0627\u0631\u0646\u062f.
\ud83d\udd39 \u0622\u0645\u0648\u0632\u0634\u200c\u0647\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0648 \u067e\u0631\u0648\u0698\u0647\u200c\u0645\u062d\u0648\u0631<\/strong> \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.
\ud83d\udd39 \u0628\u0627 \u0635\u0628\u0631 \u0648 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u062f\u0627\u0626\u0645\u06cc\u060c \u0647\u0645\u0631\u0627\u0647 \u0642\u062f\u0645\u200c\u0628\u0647\u200c\u0642\u062f\u0645 \u0634\u0645\u0627 \u062e\u0648\u0627\u0647\u0646\u062f \u0628\u0648\u062f.<\/p>\n

\n

\u0647\u062f\u0641 \u0627\u0635\u0644\u06cc \u0645\u0631\u0628\u06cc \u062f\u0648\u0631\u0647 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0634\u0645\u0627 \u0646\u0647 \u0641\u0642\u0637 \u067e\u0627\u06cc\u062a\u0648\u0646 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u06cc\u062f\u060c \u0628\u0644\u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u06a9\u0633\u0628\u200c\u0634\u062f\u0647 \u0648\u0627\u0631\u062f \u0628\u0627\u0632\u0627\u0631 \u06a9\u0627\u0631 \u0634\u0648\u06cc\u062f \u0648 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f.<\/p>\n<\/blockquote>\n

 <\/p>\n

\n

\u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0648\u0631\u0647<\/strong><\/h2>\n

\ud83c\udfaf \u062a\u0631\u0645 1: \u067e\u0627\u06cc\u062a\u0648\u0646 \u0645\u0642\u062f\u0645\u0627\u062a\u06cc (Basic)<\/span><\/h3>\n

\u0647\u062f\u0641:<\/strong> \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u067e\u0627\u06cc\u0647\u200c\u0627\u06cc \u0633\u06cc\u0646\u062a\u06a9\u0633 \u0648 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0648\u0644\u06cc\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646
\u0645\u0628\u0627\u062d\u062b:<\/strong><\/p>\n

    \n
  1. \n

    \u0646\u0635\u0628 \u0648 \u0645\u0639\u0631\u0641\u06cc<\/p>\n<\/li>\n

  2. \n

    \u0645\u062a\u063a\u06cc\u0631\u0647\u0627 \u0648 \u062f\u0627\u062f\u0647\u200c\u0647\u0627<\/p>\n<\/li>\n

  3. \n

    \u0639\u0645\u0644\u06af\u0631\u0647\u0627 \u0648 \u0631\u0634\u062a\u0647\u200c\u0647\u0627<\/p>\n<\/li>\n

  4. \n

    \u0634\u0631\u0637\u200c\u0647\u0627<\/p>\n<\/li>\n

  5. \n

    \u062d\u0644\u0642\u0647\u200c\u0647\u0627<\/p>\n<\/li>\n

  6. \n

    \u0644\u06cc\u0633\u062a \u0648 \u062a\u0627\u067e\u0644<\/p>\n<\/li>\n

  7. \n

    \u062f\u06cc\u06a9\u0634\u0646\u0631\u06cc \u0648 \u0633\u062a<\/p>\n<\/li>\n

  8. \n

    \u062a\u0648\u0627\u0628\u0639 \u067e\u0627\u06cc\u0647<\/p>\n<\/li>\n

  9. \u00a0\u0628\u0647 \u0647\u0645\u0631\u0627\u0647 4 \u062c\u0644\u0633\u0647 \u0639\u0645\u0644\u06cc \u0648 \u062a\u0645\u0631\u06cc\u0646<\/li>\n<\/ol>\n
    \n

    \ud83c\udfaf \u062a\u0631\u0645 2: \u067e\u0627\u06cc\u062a\u0648\u0646 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u200c\u0645\u0642\u062f\u0645\u0627\u062a\u06cc (Intermediate Basics)<\/span><\/h3>\n

    \u0647\u062f\u0641:<\/strong> \u0648\u0631\u0648\u062f \u0628\u0647 \u0645\u0628\u0627\u062d\u062b \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0648 \u0634\u06cc\u0621\u06af\u0631\u0627\u06cc\u06cc
    \u0645\u0628\u0627\u062d\u062b:<\/strong><\/p>\n

      \n
    1. \n

      \u0645\u0631\u0648\u0631 + \u062a\u0648\u0627\u0628\u0639 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647<\/p>\n<\/li>\n

    2. \n

      \u06a9\u0627\u0631 \u0628\u0627 \u0641\u0627\u06cc\u0644\u200c\u0647\u0627<\/p>\n<\/li>\n

    3. \n

      \u0645\u0627\u0698\u0648\u0644\u200c\u0647\u0627 \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627<\/p>\n<\/li>\n

    4. \n

      \u0644\u06cc\u0633\u062a \u062f\u0648\u0628\u0639\u062f\u06cc \u0648 List Comprehension<\/p>\n<\/li>\n

    5. \n

      OOP \u0628\u062e\u0634 \u0627\u0648\u0644<\/p>\n<\/li>\n

    6. \n

      OOP \u0628\u062e\u0634 \u062f\u0648\u0645<\/p>\n<\/li>\n

    7. \n

      \u06a9\u0627\u0631 \u0628\u0627 CSV\/JSON<\/p>\n<\/li>\n

    8. \n

      \u067e\u0631\u0648\u0698\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc<\/p>\n<\/li>\n

    9. \u00a0\u0628\u0647 \u0647\u0645\u0631\u0627\u0647 4 \u062c\u0644\u0633\u0647 \u0639\u0645\u0644\u06cc \u0648 \u062a\u0645\u0631\u06cc\u0646<\/li>\n<\/ol>\n
      \n

      \ud83c\udfaf \u062a\u0631\u0645 3: \u067e\u0627\u06cc\u062a\u0648\u0646 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 (Advanced)<\/span><\/h3>\n

      \u0647\u062f\u0641:<\/strong> \u0622\u0645\u0627\u062f\u0647\u200c \u0633\u0627\u0632\u06cc \u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f \u0628\u0647 \u062f\u0646\u06cc\u0627\u06cc \u062f\u0627\u062f\u0647 \u0648 ML
      \u0645\u0628\u0627\u062d\u062b:<\/strong><\/p>\n

        \n
      1. \n

        \u0645\u0631\u0648\u0631 \u062a\u0631\u0645 \u0642\u0628\u0644<\/p>\n<\/li>\n

      2. \n

        \u0645\u0627\u0698\u0648\u0644\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647<\/p>\n<\/li>\n

      3. \n

        Decorators\/Generators<\/p>\n<\/li>\n

      4. \n

        \u0645\u062f\u06cc\u0631\u06cc\u062a \u062e\u0637\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647<\/p>\n<\/li>\n

      5. \n

        \u0645\u062d\u06cc\u0637 \u0645\u062c\u0627\u0632\u06cc<\/p>\n<\/li>\n

      6. \n

        \u062a\u0633\u062a \u0648 Debug<\/p>\n<\/li>\n

      7. \n

        \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0648 \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647<\/p>\n<\/li>\n

      8. \n

        \u067e\u0631\u0648\u0698\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc<\/p>\n<\/li>\n

      9. \u00a0\u0628\u0647 \u0647\u0645\u0631\u0627\u0647 4 \u062c\u0644\u0633\u0647 \u0639\u0645\u0644\u06cc \u0648 \u062a\u0645\u0631\u06cc\u0646<\/li>\n<\/ol>\n

        \"\u0622\u0645\u0648\u0634<\/p>\n

        \n

        \ud83c\udfaf \u062a\u0631\u0645 4: \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 (Data Analysis)<\/span><\/h3>\n

        \u0647\u062f\u0641:<\/strong> \u062a\u0633\u0644\u0637 \u0631\u0648\u06cc \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0648 Visualization
        \u0645\u0628\u0627\u062d\u062b:<\/strong><\/p>\n

          \n
        1. \n

          NumPy \u0645\u0642\u062f\u0645\u0627\u062a\u06cc<\/p>\n<\/li>\n

        2. \n

          \u0639\u0645\u0644\u06cc\u0627\u062a \u0622\u0631\u0627\u06cc\u0647\u200c\u0627\u06cc<\/p>\n<\/li>\n

        3. \n

          Pandas \u0645\u0642\u062f\u0645\u0627\u062a\u06cc<\/p>\n<\/li>\n

        4. \n

          \u067e\u0627\u06a9\u200c\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627<\/p>\n<\/li>\n

        5. \n

          GroupBy\/Merge<\/p>\n<\/li>\n

        6. \n

          Matplotlib<\/p>\n<\/li>\n

        7. \n

          Seaborn<\/p>\n<\/li>\n

        8. \n

          \u067e\u0631\u0648\u0698\u0647 \u062a\u062d\u0644\u06cc\u0644 \u062f\u06cc\u062a\u0627\u0633\u062a<\/p>\n<\/li>\n

        9. \u00a0\u0628\u0647 \u0647\u0645\u0631\u0627\u0647 4 \u062c\u0644\u0633\u0647 \u0639\u0645\u0644\u06cc \u0648 \u062a\u0645\u0631\u06cc\u0646<\/li>\n<\/ol>\n
          \n

          \ud83c\udfaf \u062a\u0631\u0645 5: \u0645\u0628\u0627\u0646\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 (ML Basics)<\/span><\/h3>\n

          \u0647\u062f\u0641:<\/strong> \u0648\u0631\u0648\u062f \u0628\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u067e\u0627\u06cc\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646
          \u0645\u0628\u0627\u062d\u062b:<\/strong><\/p>\n

            \n
          1. \n

            \u0645\u0642\u062f\u0645\u0647 AI\/ML\/DL<\/p>\n<\/li>\n

          2. \n

            Preprocessing<\/p>\n<\/li>\n

          3. \n

            Regression\u0647\u0627<\/p>\n<\/li>\n

          4. \n

            KNN\/Decision Tree<\/p>\n<\/li>\n

          5. \n

            K-Means\/Clustering<\/p>\n<\/li>\n

          6. \n

            PCA<\/p>\n<\/li>\n

          7. \n

            Reinforcement \u0645\u0642\u062f\u0645\u0627\u062a\u06cc<\/p>\n<\/li>\n

          8. \n

            \u067e\u0631\u0648\u0698\u0647 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc<\/p>\n<\/li>\n

          9. \u00a0\u0628\u0647 \u0647\u0645\u0631\u0627\u0647 4 \u062c\u0644\u0633\u0647 \u0639\u0645\u0644\u06cc \u0648 \u062a\u0645\u0631\u06cc\u0646<\/li>\n<\/ol>\n
            \n

            \ud83c\udfaf \u062a\u0631\u0645 6: \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0648 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc (Deep Learning)<\/span><\/h3>\n

            \u0647\u062f\u0641:<\/strong> \u062a\u0633\u0644\u0637 \u0631\u0648\u06cc \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647 \u062f\u06cc\u067e \u0644\u0631\u0646\u06cc\u0646\u06af
            \u0645\u0628\u0627\u062d\u062b:<\/strong><\/p>\n

              \n
            1. \n

              \u0645\u0628\u0627\u0646\u06cc NN<\/p>\n<\/li>\n

            2. \n

              \u0633\u0627\u062e\u062a NN \u0628\u0627 NumPy<\/p>\n<\/li>\n

            3. \n

              TensorFlow\/Keras<\/p>\n<\/li>\n

            4. \n

              NN \u0633\u0627\u062f\u0647 \u0628\u0627 Keras<\/p>\n<\/li>\n

            5. \n

              Overfitting\/Regularization<\/p>\n<\/li>\n

            6. \n

              CNN<\/p>\n<\/li>\n

            7. \n

              RNN<\/p>\n<\/li>\n

            8. \n

              \u067e\u0631\u0648\u0698\u0647 \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631<\/p>\n<\/li>\n

            9. \u00a0\u0628\u0647 \u0647\u0645\u0631\u0627\u0647 4 \u062c\u0644\u0633\u0647 \u0639\u0645\u0644\u06cc \u0648 \u062a\u0645\u0631\u06cc\u0646<\/li>\n<\/ol>\n

              \"\u0622\u0645\u0648\u0634<\/p>\n

              \n

              \ud83c\udfaf \u062a\u0631\u0645 7: \u0645\u0628\u0627\u062d\u062b \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc (AI Advanced)<\/span><\/h3>\n

              \u0647\u062f\u0641:<\/strong> \u0648\u0631\u0648\u062f \u0628\u0647 \u0645\u0628\u0627\u062d\u062b \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u200c\u062a\u0631 \u0648 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u062a\u062e\u0635\u0635\u06cc
              \u0645\u0628\u0627\u062d\u062b:<\/strong><\/p>\n

                \n
              1. \n

                \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc<\/p>\n<\/li>\n

              2. \n

                Transfer Learning<\/p>\n<\/li>\n

              3. \n

                NLP \u0645\u0642\u062f\u0645\u0627\u062a\u06cc<\/p>\n<\/li>\n

              4. \n

                \u067e\u0631\u0648\u0698\u0647 NLP<\/p>\n<\/li>\n

              5. \n

                RL \u067e\u06cc\u0634\u0631\u0641\u062a\u0647<\/p>\n<\/li>\n

              6. \n

                GAN<\/p>\n<\/li>\n

              7. \n

                Autoencoder<\/p>\n<\/li>\n

              8. \n

                \u067e\u0631\u0648\u0698\u0647 \u0646\u0647\u0627\u06cc\u06cc<\/p>\n<\/li>\n

              9. \u00a0\u0628\u0647 \u0647\u0645\u0631\u0627\u0647 4 \u062c\u0644\u0633\u0647 \u0639\u0645\u0644\u06cc \u0648 \u062a\u0645\u0631\u06cc\u0646<\/li>\n<\/ol>\n
                \n

                \ud83c\udfaf \u062a\u0631\u0645 8: \u062a\u062e\u0635\u0635\u06cc\u200c\u0633\u0627\u0632\u06cc (Specialization)<\/span><\/h3>\n

                \u0647\u062f\u0641:<\/strong> \u062a\u0645\u0631\u06a9\u0632 \u0631\u0648\u06cc \u0634\u0627\u062e\u0647\u200c\u0647\u0627\u06cc \u062a\u062e\u0635\u0635\u06cc AI
                \u0645\u0628\u0627\u062d\u062b:<\/strong><\/p>\n

                  \n
                1. \n

                  Computer Vision<\/p>\n<\/li>\n

                2. \n

                  NLP (Transformers)<\/p>\n<\/li>\n

                3. \n

                  Reinforcement \u0628\u0627\u0632\u06cc\u200c\u0647\u0627<\/p>\n<\/li>\n

                4. \n

                  Data Engineering \u0645\u0642\u062f\u0645\u0627\u062a\u06cc<\/p>\n<\/li>\n

                5. \n

                  MLOps \u0645\u0642\u062f\u0645\u0627\u062a\u06cc<\/p>\n<\/li>\n

                6. \n

                  \u067e\u0631\u0648\u0698\u0647 CV<\/p>\n<\/li>\n

                7. \n

                  \u067e\u0631\u0648\u0698\u0647 NLP<\/p>\n<\/li>\n

                8. \n

                  \u067e\u0631\u0648\u0698\u0647 \u0627\u0646\u062a\u062e\u0627\u0628\u06cc \u062f\u0627\u0646\u0634\u062c\u0648<\/p>\n<\/li>\n

                9. \u00a0\u0628\u0647 \u0647\u0645\u0631\u0627\u0647 4 \u062c\u0644\u0633\u0647 \u0639\u0645\u0644\u06cc \u0648 \u062a\u0645\u0631\u06cc\u0646<\/li>\n<\/ol>\n
                  \n

                  \u0645\u0634\u062e\u0635\u0627\u062a \u062f\u0648\u0631\u0647<\/h2>\n
                    \n
                  • \n

                    \u062a\u0639\u062f\u0627\u062f \u062c\u0644\u0633\u0627\u062a \u0647\u0631 \u062a\u0631\u0645:<\/strong> 12 \u062c\u0644\u0633\u0647 (8 \u062c\u0644\u0633\u0647 \u062a\u0626\u0648\u0631\u06cc + 4 \u062c\u0644\u0633\u0647 \u0639\u0645\u0644\u06cc)<\/p>\n<\/li>\n

                  • \n

                    \u0645\u062f\u062a \u0632\u0645\u0627\u0646 \u0647\u0631 \u062c\u0644\u0633\u0647:<\/strong> 60 \u062f\u0642\u06cc\u0642\u0647<\/p>\n<\/li>\n

                  • \n

                    \u0634\u06cc\u0648\u0647 \u0628\u0631\u06af\u0632\u0627\u0631\u06cc:<\/strong> \u0622\u0646\u0644\u0627\u06cc\u0646 + \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0648\u06cc\u062f\u0626\u0648\u0647\u0627<\/p>\n<\/li>\n

                  • \n

                    \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc:<\/strong> \u06f0\u06f9\u06f2\u06f1\u06f5\u06f8\u06f6\u06f9\u06f8\u06f5\u06f0<\/strong><\/span><\/p>\n<\/li>\n

                  • \n

                    \u0645\u062f\u0631\u06a9:<\/strong> \u062f\u0627\u0631\u062f<\/p>\n<\/li>\n<\/ul>\n

                    \ud83d\udccc \u0627\u06af\u0631 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u0627\u0632 \u067e\u0627\u06cc\u0647 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f \u0648 \u062a\u0627 \u0633\u0637\u062d \u0645\u062a\u062e\u0635\u0635 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u067e\u06cc\u0634 \u0628\u0631\u0648\u06cc\u062f\u060c \u0627\u06cc\u0646 \u0645\u0633\u06cc\u0631 \u0622\u0645\u0648\u0632\u0634\u06cc \u0645\u062e\u0635\u0648\u0635 \u0634\u0645\u0627 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.<\/strong><\/p>\n

                    \"\u0622\u0645\u0648\u0634<\/p>\n

                    \n

                    \u0633\u0648\u0627\u0644\u0627\u062a \u0645\u062a\u062f\u0627\u0648\u0644 \u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634 \u067e\u0627\u06cc\u062a\u0648\u0646 \u06a9\u06cc\u062a \u06a9\u062a<\/strong><\/h2>\n

                    1. \u0622\u06cc\u0627 \u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u067e\u06cc\u0634\u200c\u0632\u0645\u06cc\u0646\u0647 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u062f\u0627\u0631\u0645\u061f<\/strong><\/span>
                    \u062e\u06cc\u0631. \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0627\u0632 \u0633\u0637\u062d \u0645\u0642\u062f\u0645\u0627\u062a\u06cc \u0622\u063a\u0627\u0632 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0634\u0645\u0627 \u0628\u062f\u0648\u0646 \u0647\u06cc\u0686 \u067e\u06cc\u0634\u200c\u0646\u06cc\u0627\u0632\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0631\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f.<\/p>\n

                    2. \u062f\u0648\u0631\u0647 \u062c\u0627\u0645\u0639 \u067e\u0627\u06cc\u062a\u0648\u0646 \u06a9\u06cc\u062a \u06a9\u062a \u0686\u0646\u062f \u062a\u0631\u0645 \u062f\u0627\u0631\u062f\u061f<\/strong><\/span>
                    \u0627\u06cc\u0646 \u0645\u0633\u06cc\u0631 \u0634\u0627\u0645\u0644 \u06f8 \u062a\u0631\u0645 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u0633\u0637\u062d \u0645\u0642\u062f\u0645\u0627\u062a\u06cc \u0634\u0631\u0648\u0639 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u062a\u0627 \u0645\u0628\u0627\u062d\u062b \u062a\u062e\u0635\u0635\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u062f\u0627\u0645\u0647 \u062f\u0627\u0631\u062f.<\/p>\n

                    3. \u0647\u0631 \u062a\u0631\u0645 \u0686\u0646\u062f \u062c\u0644\u0633\u0647 \u062f\u0627\u0631\u062f\u061f<\/strong><\/span>
                    \u0647\u0631 \u062a\u0631\u0645 \u0634\u0627\u0645\u0644 \u06f1\u06f2 \u062c\u0644\u0633\u0647 \u0627\u0633\u062a \u06a9\u0647 \u06f8 \u062c\u0644\u0633\u0647 \u062a\u0626\u0648\u0631\u06cc \u0648 \u06f4 \u062c\u0644\u0633\u0647 \u0639\u0645\u0644\u06cc \u0648 \u067e\u0631\u0648\u0698\u0647\u200c\u0645\u062d\u0648\u0631 \u0628\u0631\u06af\u0632\u0627\u0631 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n

                    4. \u0622\u06cc\u0627 \u067e\u0633 \u0627\u0632 \u067e\u0627\u06cc\u0627\u0646 \u062f\u0648\u0631\u0647 \u0645\u062f\u0631\u06a9 \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc\u200c\u06a9\u0646\u0645\u061f<\/strong><\/span>
                    \u0628\u0644\u0647. \u067e\u0633 \u0627\u0632 \u0627\u062a\u0645\u0627\u0645 \u0645\u0648\u0641\u0642 \u0647\u0631 \u062a\u0631\u0645\u060c \u0645\u062f\u0631\u06a9 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n

                    5. \u0645\u062d\u062a\u0648\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u067e\u0633 \u0627\u0632 \u0627\u062a\u0645\u0627\u0645 \u062f\u0648\u0631\u0647 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f\u061f<\/strong><\/span>
                    \u0628\u0644\u0647. \u0634\u0645\u0627 \u062a\u0627 3 \u0645\u0627\u0647 \u067e\u0633 \u0627\u0632 \u0634\u0631\u0648\u0639 \u062f\u0648\u0631\u0647 \u062f\u0633\u062a\u0631\u0633\u06cc \u06a9\u0627\u0645\u0644 \u0628\u0647 \u062a\u0645\u0627\u0645 \u062c\u0644\u0633\u0627\u062a \u0636\u0628\u0637\u200c \u0634\u062f\u0647 \u0648 \u0645\u0646\u0627\u0628\u0639 \u0622\u0645\u0648\u0632\u0634\u06cc \u062f\u0627\u0631\u06cc\u062f.<\/p>\n

                    6. \u0627\u06af\u0631 \u062f\u0631 \u0637\u0648\u0644 \u062f\u0648\u0631\u0647 \u0628\u0647 \u0645\u0634\u06a9\u0644 \u0628\u062e\u0648\u0631\u0645 \u0686\u0647 \u06a9\u0633\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f\u061f<\/strong><\/span>
                    \u0634\u0645\u0627 \u062f\u0631 \u062a\u0645\u0627\u0645 \u0637\u0648\u0644 \u062f\u0648\u0631\u0647 \u0628\u0647 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u0646\u062a\u0648\u0631 \u0627\u062e\u062a\u0635\u0627\u0635\u06cc\u00a0 \u062f\u0633\u062a\u0631\u0633\u06cc \u062f\u0627\u0631\u06cc\u062f.<\/p>\n

                    7. \u0631\u0648\u0634 \u0628\u0631\u06af\u0632\u0627\u0631\u06cc \u062f\u0648\u0631\u0647 \u0628\u0647 \u0686\u0647 \u0635\u0648\u0631\u062a \u0627\u0633\u062a\u061f<\/strong><\/span>
                    \u06a9\u0644\u0627\u0633\u200c\u0647\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0622\u0646\u0644\u0627\u06cc\u0646 \u062a\u0639\u0627\u0645\u0644\u06cc \u0628\u0631\u06af\u0632\u0627\u0631 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u0648 \u0647\u0645\u200c\u0632\u0645\u0627\u0646 \u0648\u06cc\u062f\u0626\u0648\u0647\u0627\u06cc \u0647\u0631 \u062c\u0644\u0633\u0647 \u062f\u0631 \u067e\u0646\u0644 \u0634\u0645\u0627 \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f.<\/p>\n

                    8. \u0622\u06cc\u0627 \u0627\u0645\u06a9\u0627\u0646 \u067e\u0631\u062f\u0627\u062e\u062a \u0642\u0633\u0637\u06cc \u0634\u0647\u0631\u06cc\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f\u061f<\/strong><\/span>
                    \u0628\u0644\u0647. \u0627\u0645\u06a9\u0627\u0646 \u067e\u0631\u062f\u0627\u062e\u062a \u0627\u0642\u0633\u0627\u0637\u06cc \u0628\u0631\u0627\u06cc \u0645\u062a\u0642\u0627\u0636\u06cc\u0627\u0646 \u0641\u0631\u0627\u0647\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n

                    9. \u0627\u06af\u0631 \u0646\u062a\u0648\u0627\u0646\u0645 \u062f\u0631 \u06cc\u06a9 \u062c\u0644\u0633\u0647 \u0622\u0646\u0644\u0627\u06cc\u0646 \u0634\u0631\u06a9\u062a \u06a9\u0646\u0645\u060c \u0686\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f\u061f<\/strong><\/span>
                    \u062a\u0645\u0627\u0645 \u062c\u0644\u0633\u0627\u062a \u0636\u0628\u0637 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u0648 \u0634\u0645\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0631 \u0647\u0631 \u0632\u0645\u0627\u0646 \u0628\u0647 \u0622\u0646\u200c\u0647\u0627 \u062f\u0633\u062a\u0631\u0633\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f.<\/p>\n

                    10. \u0622\u06cc\u0627 \u062f\u0648\u0631\u0647 \u067e\u0631\u0648\u0698\u0647\u200c\u0645\u062d\u0648\u0631 \u0627\u0633\u062a\u061f<\/strong><\/span>
                    \u0628\u0644\u0647. \u062f\u0631 \u067e\u0627\u06cc\u0627\u0646 \u0647\u0631 \u062a\u0631\u0645 \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 \u0639\u0645\u0644\u06cc \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u0628\u0627\u0639\u062b \u0645\u06cc\u200c\u0634\u0648\u062f \u0622\u0645\u0648\u062e\u062a\u0647\u200c\u0647\u0627\u06cc\u062a\u0627\u0646 \u0631\u0627 \u062f\u0631 \u0639\u0645\u0644 \u0628\u0647 \u06a9\u0627\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f.<\/p>\n

                    11. \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0686\u0647 \u0622\u06cc\u0646\u062f\u0647 \u0634\u063a\u0644\u06cc\u200c\u0627\u06cc \u0628\u0631\u0627\u06cc \u0645\u0646 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f\u061f<\/strong><\/span>
                    \u0628\u0639\u062f \u0627\u0632 \u06af\u0630\u0631\u0627\u0646\u062f\u0646 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631\u060c \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u060c \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0648\u0627\u0631\u062f \u0628\u0627\u0632\u0627\u0631 \u06a9\u0627\u0631 \u0634\u0648\u06cc\u062f.<\/p>\n

                    12. \u0622\u06cc\u0627 \u0627\u0645\u06a9\u0627\u0646 \u062b\u0628\u062a\u200c\u0646\u0627\u0645 \u06af\u0631\u0648\u0647\u06cc \u0648 \u0633\u0627\u0632\u0645\u0627\u0646\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f\u061f<\/span><\/strong>
                    \u0628\u0644\u0647. \u0628\u0631\u0627\u06cc \u062b\u0628\u062a\u200c\u0646\u0627\u0645 \u06af\u0631\u0648\u0647\u06cc \u062a\u062e\u0641\u06cc\u0641\u200c\u0647\u0627\u06cc \u0648\u06cc\u0698\u0647 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>","protected":false},"excerpt":{"rendered":"

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