{"id":477879,"date":"2023-08-09T09:21:36","date_gmt":"2023-08-09T09:21:36","guid":{"rendered":""},"modified":"2023-09-05T11:15:36","modified_gmt":"2023-09-05T11:15:36","slug":"logistic-regression","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ar\/wiki\/logistic-regression\/","title":{"rendered":"\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a"},"content":{"rendered":"

\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0647\u0648 \u0623\u0633\u0644\u0648\u0628 \u0625\u062d\u0635\u0627\u0626\u064a \u064a\u0633\u062a\u062e\u062f\u0645 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0648\u0647\u0648 \u064a\u0642\u0639 \u062a\u062d\u062a \u0645\u0638\u0644\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641\u060c \u062d\u064a\u062b \u064a\u0643\u0648\u0646 \u0627\u0644\u0647\u062f\u0641 \u0647\u0648 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0646\u062a\u064a\u062c\u0629 \u0642\u0627\u0637\u0639\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0625\u062f\u062e\u0627\u0644. \u0639\u0644\u0649 \u0639\u0643\u0633 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a\u060c \u0627\u0644\u0630\u064a \u064a\u062a\u0646\u0628\u0623 \u0628\u0642\u064a\u0645 \u0631\u0642\u0645\u064a\u0629 \u0645\u0633\u062a\u0645\u0631\u0629\u060c \u064a\u062a\u0646\u0628\u0623 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0628\u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0648\u0642\u0648\u0639 \u062d\u062f\u062b\u060c \u0648\u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u062b\u0646\u0627\u0626\u064a\u0629 \u0645\u062b\u0644 \u0646\u0639\u0645\/\u0644\u0627\u060c \u0623\u0648 \u0635\u0648\u0627\u0628\/\u062e\u0637\u0623\u060c \u0623\u0648 0\/1.<\/p>\n

\u062a\u0627\u0631\u064a\u062e \u0646\u0634\u0623\u0629 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0648\u0623\u0648\u0644 \u0630\u0643\u0631 \u0644\u0647<\/h2>\n

\u064a\u0645\u0643\u0646 \u0625\u0631\u062c\u0627\u0639 \u0645\u0641\u0647\u0648\u0645 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0625\u0644\u0649 \u0645\u0646\u062a\u0635\u0641 \u0627\u0644\u0642\u0631\u0646 \u0627\u0644\u062a\u0627\u0633\u0639 \u0639\u0634\u0631\u060c \u0644\u0643\u0646\u0647 \u0627\u0643\u062a\u0633\u0628 \u0634\u0647\u0631\u0629 \u0641\u064a \u0627\u0644\u0642\u0631\u0646 \u0627\u0644\u0639\u0634\u0631\u064a\u0646 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u062f\u064a\u0641\u064a\u062f \u0643\u0648\u0643\u0633. \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u064f\u0646\u0633\u0628 \u0625\u0644\u064a\u0647 \u0627\u0644\u0641\u0636\u0644 \u0641\u064a \u062a\u0637\u0648\u064a\u0631 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0641\u064a \u0639\u0627\u0645 1958\u060c \u0648\u0627\u0644\u0630\u064a \u062a\u0645 \u062a\u0639\u0645\u064a\u0645\u0647 \u0644\u0627\u062d\u0642\u064b\u0627 \u0645\u0646 \u0642\u0628\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u064a\u0646 \u0648\u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0627\u0644\u0622\u062e\u0631\u064a\u0646.<\/p>\n

\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u0641\u0635\u0644\u0629 \u0639\u0646 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a<\/h2>\n

\u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0641\u064a \u0627\u0644\u0645\u0642\u0627\u0645 \u0627\u0644\u0623\u0648\u0644 \u0644\u0645\u0634\u0627\u0643\u0644 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062b\u0646\u0627\u0626\u064a\u060c \u062d\u064a\u062b \u064a\u0643\u0648\u0646 \u0644\u0645\u062a\u063a\u064a\u0631 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0646\u062a\u064a\u062c\u062a\u064a\u0646 \u0645\u062d\u062a\u0645\u0644\u062a\u064a\u0646 \u0641\u0642\u0637. \u062a\u0633\u062a\u0641\u064a\u062f \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0645\u0646 \u0627\u0644\u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a\u0629\u060c \u0627\u0644\u0645\u0639\u0631\u0648\u0641\u0629 \u0623\u064a\u0636\u064b\u0627 \u0628\u0627\u0633\u0645 \u0627\u0644\u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u0633\u064a\u0646\u064a\u060c \u0644\u062a\u0639\u064a\u064a\u0646 \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0644\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a.<\/p>\n

\u064a\u062a\u0645 \u062a\u0639\u0631\u064a\u0641 \u0627\u0644\u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0646\u062d\u0648 \u0627\u0644\u062a\u0627\u0644\u064a:<\/p>\n

\u0635<\/mi>(<\/mo>\u0630<\/mi>=<\/mo>1<\/mn>)<\/mo>=<\/mo>1<\/mn>1<\/mn>+<\/mo>\u0647<\/mi>-<\/mo>\u0636<\/mi><\/mrow><\/msup><\/mrow><\/mfrac><\/mrow>P(y=1) = \u0641\u0627\u0631\u0643{1}{1 + e^{ -z}}<\/annotation><\/semantics><\/math><\/span><\/span>\u0635<\/span>(<\/span>\u0630<\/span><\/span>=<\/span><\/span><\/span><\/span>1<\/span>)<\/span><\/span>=<\/span><\/span><\/span><\/span><\/span><\/span>1<\/span>+<\/span>\u0647<\/span><\/span>-<\/span>\u0636<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>1<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n

\u0623\u064a\u0646:<\/p>\n

    \n
  • \u0635<\/mi>(<\/mo>\u0630<\/mi>=<\/mo>1<\/mn>)<\/mo><\/mrow>\u0641(\u0635=1)<\/annotation><\/semantics><\/math><\/span><\/span>\u0635<\/span>(<\/span>\u0630<\/span><\/span>=<\/span><\/span><\/span><\/span>1<\/span>)<\/span><\/span><\/span><\/span><\/span> \u064a\u0645\u062b\u0644 \u0627\u062d\u062a\u0645\u0627\u0644 \u0627\u0644\u0641\u0626\u0629 \u0627\u0644\u0625\u064a\u062c\u0627\u0628\u064a\u0629 (\u0627\u0644\u0646\u062a\u064a\u062c\u0629 1).<\/li>\n
  • \u0636<\/mi><\/mrow>\u0636<\/annotation><\/semantics><\/math><\/span><\/span>\u0636<\/span><\/span><\/span><\/span><\/span> \u0647\u0648 \u0645\u0632\u064a\u062c \u062e\u0637\u064a \u0645\u0646 \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0648\u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0645\u0642\u0627\u0628\u0644\u0629 \u0644\u0647\u0627.<\/li>\n<\/ul>\n

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

    \u0627\u0644\u0647\u064a\u0643\u0644 \u0627\u0644\u062f\u0627\u062e\u0644\u064a \u0644\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a: \u0643\u064a\u0641 \u064a\u0639\u0645\u0644 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a<\/h2>\n

    \u064a\u062a\u0636\u0645\u0646 \u0627\u0644\u0647\u064a\u0643\u0644 \u0627\u0644\u062f\u0627\u062e\u0644\u064a \u0644\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n

      \n
    1. \n

      \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0625\u062f\u062e\u0627\u0644<\/strong>: \u0647\u0630\u0647 \u0647\u064a \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0623\u0648 \u0627\u0644\u0633\u0645\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0643\u0645\u062a\u0646\u0628\u0626\u0627\u062a \u0644\u0644\u0645\u062a\u063a\u064a\u0631 \u0627\u0644\u0647\u062f\u0641. \u064a\u062a\u0645 \u062a\u0639\u064a\u064a\u0646 \u0648\u0632\u0646 \u0644\u0643\u0644 \u0645\u064a\u0632\u0629 \u0625\u062f\u062e\u0627\u0644 \u064a\u062d\u062f\u062f \u062a\u0623\u062b\u064a\u0631\u0647\u0627 \u0639\u0644\u0649 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629.<\/p>\n<\/li>\n

    2. \n

      \u0627\u0644\u0623\u0648\u0632\u0627\u0646<\/strong>: \u064a\u0639\u064a\u0646 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0648\u0632\u0646\u064b\u0627 \u0644\u0643\u0644 \u0645\u064a\u0632\u0629 \u0625\u062f\u062e\u0627\u0644\u060c \u0645\u0645\u0627 \u064a\u0634\u064a\u0631 \u0625\u0644\u0649 \u0645\u0633\u0627\u0647\u0645\u062a\u0647\u0627 \u0641\u064a \u0627\u0644\u062a\u0646\u0628\u0624 \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a. \u062a\u0634\u064a\u0631 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0645\u0648\u062c\u0628\u0629 \u0625\u0644\u0649 \u0648\u062c\u0648\u062f \u0639\u0644\u0627\u0642\u0629 \u0625\u064a\u062c\u0627\u0628\u064a\u0629 \u0645\u0639 \u0627\u0644\u0641\u0626\u0629 \u0627\u0644\u0625\u064a\u062c\u0627\u0628\u064a\u0629\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u0634\u064a\u0631 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0633\u0627\u0644\u0628\u0629 \u0625\u0644\u0649 \u0648\u062c\u0648\u062f \u0639\u0644\u0627\u0642\u0629 \u0633\u0644\u0628\u064a\u0629.<\/p>\n<\/li>\n

    3. \n

      \u0627\u0644\u062a\u062d\u064a\u0632 (\u0627\u0644\u0627\u0639\u062a\u0631\u0627\u0636)<\/strong>: \u062a\u062a\u0645 \u0625\u0636\u0627\u0641\u0629 \u0645\u0635\u0637\u0644\u062d \u0627\u0644\u062a\u062d\u064a\u0632 \u0625\u0644\u0649 \u0627\u0644\u0645\u062c\u0645\u0648\u0639 \u0627\u0644\u0645\u0631\u062c\u062d \u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0625\u062f\u062e\u0627\u0644. \u0625\u0646\u0647 \u0628\u0645\u062b\u0627\u0628\u0629 \u0625\u0632\u0627\u062d\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0644\u062a\u0642\u0627\u0637 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0644\u0641\u0626\u0629 \u0627\u0644\u0625\u064a\u062c\u0627\u0628\u064a\u0629.<\/p>\n<\/li>\n

    4. \n

      \u0627\u0644\u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a\u0629<\/strong>: \u062a\u0642\u0648\u0645 \u0627\u0644\u062f\u0627\u0644\u0629 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a\u0629\u060c \u0643\u0645\u0627 \u0630\u0643\u0631\u0646\u0627 \u0633\u0627\u0628\u0642\u064b\u0627\u060c \u0628\u062a\u0639\u064a\u064a\u0646 \u0627\u0644\u0645\u062c\u0645\u0648\u0639 \u0627\u0644\u0645\u0631\u062c\u062d \u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0648\u0645\u0635\u0637\u0644\u062d \u0627\u0644\u062a\u062d\u064a\u0632 \u0625\u0644\u0649 \u0642\u064a\u0645\u0629 \u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 0 \u06481.<\/p>\n<\/li>\n

    5. \n

      \u062d\u062f\u0648\u062f \u0627\u0644\u0642\u0631\u0627\u0631<\/strong>: \u064a\u0641\u0635\u0644 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0628\u064a\u0646 \u0627\u0644\u0641\u0626\u062a\u064a\u0646 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062d\u062f\u0648\u062f \u0627\u0644\u0642\u0631\u0627\u0631. \u062d\u062f\u0648\u062f \u0627\u0644\u0642\u0631\u0627\u0631 \u0647\u064a \u0642\u064a\u0645\u0629 \u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0639\u062a\u0628\u0629 (\u0639\u0627\u062f\u0629 0.5) \u064a\u062a\u0645 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0641\u0648\u0642\u0647\u0627 \u0639\u0644\u0649 \u0623\u0646\u0647\u0627 \u0641\u0626\u0629 \u0625\u064a\u062c\u0627\u0628\u064a\u0629 \u0648\u062a\u062d\u062a\u0647\u0627 \u064a\u062a\u0645 \u062a\u0635\u0646\u064a\u0641\u0647\u0627 \u0639\u0644\u0649 \u0623\u0646\u0647\u0627 \u0641\u0626\u0629 \u0633\u0644\u0628\u064a\u0629.<\/p>\n<\/li>\n<\/ol>\n

      \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0645\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a<\/h2>\n

      \u064a\u062d\u062a\u0648\u064a \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0639\u0644\u0649 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062c\u0639\u0644\u0647 \u062e\u064a\u0627\u0631\u064b\u0627 \u0634\u0627\u0626\u0639\u064b\u0627 \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062b\u0646\u0627\u0626\u064a\u0629:<\/p>\n

        \n
      1. \n

        \u0628\u0633\u064a\u0637\u0629 \u0648\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0641\u0633\u064a\u0631<\/strong>: \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0633\u0647\u0644 \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0648\u0627\u0644\u062a\u0641\u0633\u064a\u0631 \u0646\u0633\u0628\u064a\u064b\u0627. \u062a\u0648\u0641\u0631 \u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0646\u0638\u0631\u0629 \u062b\u0627\u0642\u0628\u0629 \u0644\u0623\u0647\u0645\u064a\u0629 \u0643\u0644 \u0645\u064a\u0632\u0629 \u0641\u064a \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0646\u062a\u064a\u062c\u0629.<\/p>\n<\/li>\n

      2. \n

        \u0627\u0644\u0646\u0627\u062a\u062c \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a<\/strong>: \u0628\u062f\u0644\u0627 \u0645\u0646 \u0625\u0639\u0637\u0627\u0621 \u062a\u0635\u0646\u064a\u0641 \u0645\u0646\u0641\u0635\u0644\u060c \u064a\u0648\u0641\u0631 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0646\u062a\u0645\u0627\u0621 \u0625\u0644\u0649 \u0641\u0626\u0629 \u0645\u0639\u064a\u0646\u0629\u060c \u0648\u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0645\u0641\u064a\u062f\u0629 \u0641\u064a \u0639\u0645\u0644\u064a\u0627\u062a \u0635\u0646\u0639 \u0627\u0644\u0642\u0631\u0627\u0631.<\/p>\n<\/li>\n

      3. \n

        \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639<\/strong>: \u064a\u0645\u0643\u0646 \u0644\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0628\u0643\u0641\u0627\u0621\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0645\u0646\u0627\u0633\u0628\u064b\u0627 \u0644\u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a.<\/p>\n<\/li>\n

      4. \n

        \u0642\u0648\u064a\u0629 \u0644\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629<\/strong>: \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0623\u0642\u0644 \u062d\u0633\u0627\u0633\u064a\u0629 \u0644\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649 \u0645\u062b\u0644 Support Vector Machines.<\/p>\n<\/li>\n<\/ol>\n

        \u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a<\/h2>\n

        \u0647\u0646\u0627\u0643 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0641\u064a \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a\u060c \u0643\u0644 \u0645\u0646\u0647\u0627 \u0645\u0635\u0645\u0645 \u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0645\u062d\u062f\u062f\u0629. \u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0647\u064a:<\/p>\n

          \n
        1. \n

          \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0627\u0644\u062b\u0646\u0627\u0626\u064a<\/strong>: \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0642\u064a\u0627\u0633\u064a \u0644\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0644\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062b\u0646\u0627\u0626\u064a.<\/p>\n<\/li>\n

        2. \n

          \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u062d\u062f\u0648\u062f<\/strong>: \u064a\u0633\u062a\u062e\u062f\u0645 \u0639\u0646\u062f\u0645\u0627 \u064a\u0643\u0648\u0646 \u0647\u0646\u0627\u0643 \u0623\u0643\u062b\u0631 \u0645\u0646 \u0641\u0626\u062a\u064a\u0646 \u062d\u0635\u0631\u064a\u062a\u064a\u0646 \u0644\u0644\u062a\u0646\u0628\u0624.<\/p>\n<\/li>\n

        3. \n

          \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0627\u0644\u062a\u0631\u062a\u064a\u0628\u064a<\/strong>: \u0645\u0646\u0627\u0633\u0628 \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u062a\u0631\u062a\u064a\u0628\u064a\u0629 \u0630\u0627\u062a \u0627\u0644\u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u0637\u0628\u064a\u0639\u064a.<\/p>\n<\/li>\n

        4. \n

          \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0627\u0644\u0645\u0646\u0638\u0645<\/strong>: \u064a\u0642\u062f\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0646\u0638\u064a\u0645 \u0645\u062b\u0644 \u062a\u0646\u0638\u064a\u0645 L1 (Lasso) \u0623\u0648 L2 (Ridge) \u0644\u0645\u0646\u0639 \u0627\u0644\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0632\u0627\u0626\u062f.<\/p>\n<\/li>\n<\/ol>\n

          \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u062c\u062f\u0648\u0644 \u064a\u0644\u062e\u0635 \u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a:<\/p>\n\n\n\n\n\n\n\n\n
          \u064a\u0643\u062a\u0628<\/th>\n\u0648\u0635\u0641<\/th>\n<\/tr>\n<\/thead>\n
          \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0627\u0644\u062b\u0646\u0627\u0626\u064a<\/td>\n\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0627\u0644\u0642\u064a\u0627\u0633\u064a \u0644\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062b\u0646\u0627\u0626\u064a\u0629<\/td>\n<\/tr>\n
          \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u062d\u062f\u0648\u062f<\/td>\n\u0644\u0641\u0626\u0627\u062a \u062d\u0635\u0631\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629<\/td>\n<\/tr>\n
          \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0627\u0644\u062a\u0631\u062a\u064a\u0628\u064a<\/td>\n\u0644\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u062a\u0631\u062a\u064a\u0628\u064a\u0629 \u0630\u0627\u062a \u0627\u0644\u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u0637\u0628\u064a\u0639\u064a<\/td>\n<\/tr>\n
          \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0627\u0644\u0645\u0646\u0638\u0645<\/td>\n\u064a\u0642\u062f\u0645 \u0627\u0644\u062a\u0646\u0638\u064a\u0645 \u0644\u0645\u0646\u0639 \u0627\u0644\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0632\u0627\u0626\u062f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

          \u0637\u0631\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0648\u0645\u0634\u0627\u0643\u0644\u0647 \u0648\u062d\u0644\u0648\u0644\u0647\u0627 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645<\/h2>\n

          \u064a\u062c\u062f \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0646\u0638\u0631\u064b\u0627 \u0644\u062a\u0639\u062f\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a\u0647. \u062a\u062a\u0636\u0645\u0646 \u0628\u0639\u0636 \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n

            \n
          1. \n

            \u062a\u0634\u062e\u064a\u0635 \u0637\u0628\u064a<\/strong>: \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0648\u062c\u0648\u062f \u0623\u0648 \u0639\u062f\u0645 \u0648\u062c\u0648\u062f \u0627\u0644\u0645\u0631\u0636 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0623\u0639\u0631\u0627\u0636 \u0627\u0644\u0645\u0631\u064a\u0636 \u0648\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a.<\/p>\n<\/li>\n

          2. \n

            \u062a\u0642\u064a\u064a\u0645 \u0645\u062e\u0627\u0637\u0631 \u0627\u0644\u0627\u0626\u062a\u0645\u0627\u0646<\/strong>: \u062a\u0642\u064a\u064a\u0645 \u0645\u062e\u0627\u0637\u0631 \u0627\u0644\u062a\u062e\u0644\u0641 \u0639\u0646 \u0627\u0644\u0633\u062f\u0627\u062f \u0644\u0637\u0627\u0644\u0628\u064a \u0627\u0644\u0642\u0631\u0648\u0636.<\/p>\n<\/li>\n

          3. \n

            \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0648\u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a<\/strong>: \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u0645\u0646 \u0627\u0644\u0645\u062d\u062a\u0645\u0644 \u0623\u0646 \u064a\u0642\u0648\u0645\u0648\u0627 \u0628\u0639\u0645\u0644\u064a\u0629 \u0634\u0631\u0627\u0621.<\/p>\n<\/li>\n

          4. \n

            \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631<\/strong>: \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0622\u0631\u0627\u0621 \u0627\u0644\u0648\u0627\u0631\u062f\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0635\u064a\u0629 \u0625\u0644\u0649 \u0625\u064a\u062c\u0627\u0628\u064a\u0629 \u0623\u0648 \u0633\u0644\u0628\u064a\u0629.<\/p>\n<\/li>\n<\/ol>\n

            \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0644\u0647 \u0623\u064a\u0636\u064b\u0627 \u0628\u0639\u0636 \u0627\u0644\u0642\u064a\u0648\u062f \u0648\u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a\u060c \u0645\u062b\u0644:<\/p>\n

              \n
            1. \n

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

            2. \n

              \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u062e\u0637\u064a\u0629<\/strong>: \u064a\u0641\u062a\u0631\u0636 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0648\u062c\u0648\u062f \u0639\u0644\u0627\u0642\u0627\u062a \u062e\u0637\u064a\u0629 \u0628\u064a\u0646 \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0648\u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a \u062a\u0633\u062c\u064a\u0644 \u0627\u0644\u0646\u062a\u064a\u062c\u0629. \u0641\u064a \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0643\u0648\u0646 \u0641\u064a\u0647\u0627 \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u063a\u064a\u0631 \u062e\u0637\u064a\u0629\u060c \u0642\u062f \u062a\u0643\u0648\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627 \u0645\u062b\u0644 \u0623\u0634\u062c\u0627\u0631 \u0627\u0644\u0642\u0631\u0627\u0631 \u0623\u0648 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0623\u0643\u062b\u0631 \u0645\u0644\u0627\u0621\u0645\u0629.<\/p>\n<\/li>\n

            3. \n

              \u0627\u0644\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0632\u0627\u0626\u062f<\/strong>: \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0639\u0631\u0636\u0629 \u0644\u0644\u062a\u062c\u0627\u0648\u0632 \u0639\u0646\u062f \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0623\u0648 \u0639\u062f\u062f \u0643\u0628\u064a\u0631 \u0645\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a. \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0633\u0627\u0639\u062f \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0646\u0638\u064a\u0645 \u0641\u064a \u062a\u062e\u0641\u064a\u0641 \u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0643\u0644\u0629.<\/p>\n<\/li>\n<\/ol>\n

              \u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0648\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0623\u062e\u0631\u0649 \u0645\u0639 \u0645\u0635\u0637\u0644\u062d\u0627\u062a \u0645\u0645\u0627\u062b\u0644\u0629<\/h2>\n

              \u062f\u0639\u0648\u0646\u0627 \u0646\u0642\u0627\u0631\u0646 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0645\u0639 \u062a\u0642\u0646\u064a\u0627\u062a \u0623\u062e\u0631\u0649 \u0645\u0645\u0627\u062b\u0644\u0629:<\/p>\n\n\n\n\n\n\n\n\n
              \u062a\u0642\u0646\u064a\u0629<\/th>\n\u0648\u0635\u0641<\/th>\n<\/tr>\n<\/thead>\n
              \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631\u0627\u0644\u062e\u0637\u064a<\/td>\n\u064a\u0633\u062a\u062e\u062f\u0645 \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629\u060c \u0641\u064a \u062d\u064a\u0646 \u064a\u062a\u0646\u0628\u0623 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0628\u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062b\u0646\u0627\u0626\u064a\u0629.<\/td>\n<\/tr>\n
              \u062f\u0639\u0645 \u0622\u0644\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a<\/td>\n\u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0643\u0644 \u0645\u0646 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062b\u0646\u0627\u0626\u064a \u0648\u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0641\u0626\u0627\u062a\u060c \u0641\u064a \u062d\u064a\u0646 \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0641\u064a \u0627\u0644\u0645\u0642\u0627\u0645 \u0627\u0644\u0623\u0648\u0644 \u0644\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062b\u0646\u0627\u0626\u064a.<\/td>\n<\/tr>\n
              \u0623\u0634\u062c\u0627\u0631 \u0627\u0644\u0642\u0631\u0627\u0631<\/td>\n\u063a\u064a\u0631 \u0645\u0639\u0644\u0645\u064a \u0648\u064a\u0645\u0643\u0646\u0647 \u0627\u0644\u062a\u0642\u0627\u0637 \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u062e\u0637\u064a\u0629\u060c \u0641\u064a \u062d\u064a\u0646 \u064a\u0641\u062a\u0631\u0636 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0648\u062c\u0648\u062f \u0639\u0644\u0627\u0642\u0627\u062a \u062e\u0637\u064a\u0629.<\/td>\n<\/tr>\n
              \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629<\/td>\n\u0645\u0631\u0646\u0629 \u0644\u0644\u063a\u0627\u064a\u0629 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u0639\u0642\u062f\u0629\u060c \u0648\u0644\u0643\u0646\u0647\u0627 \u062a\u062a\u0637\u0644\u0628 \u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0648\u0627\u0631\u062f \u062d\u0633\u0627\u0628\u064a\u0629 \u0623\u0643\u062b\u0631 \u0645\u0646 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

              \u0648\u062c\u0647\u0627\u062a \u0646\u0638\u0631 \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a<\/h2>\n

              \u0645\u0639 \u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u062a\u0642\u062f\u0645 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627\u060c \u0633\u064a\u0638\u0644 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0623\u062f\u0627\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062b\u0646\u0627\u0626\u064a. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u064a\u0643\u0645\u0646 \u0641\u064a \u062a\u0643\u0627\u0645\u0644\u0647 \u0645\u0639 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0648\u0631\u0629 \u0627\u0644\u0623\u062e\u0631\u0649\u060c \u0645\u062b\u0644:<\/p>\n

                \n
              1. \n

                \u0637\u0631\u0642 \u0627\u0644\u0641\u0631\u0642\u0629<\/strong>: \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0624\u062f\u064a \u0627\u0644\u062c\u0645\u0639 \u0628\u064a\u0646 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0623\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u062b\u0644 Random Forests \u0648Gradient Boosting \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u062a\u0646\u0628\u0624\u064a.<\/p>\n<\/li>\n

              2. \n

                \u062a\u0639\u0644\u0645 \u0639\u0645\u064a\u0642<\/strong>: \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0624\u062f\u064a \u062f\u0645\u062c \u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0641\u064a \u0628\u0646\u064a\u0627\u062a \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0625\u0644\u0649 \u062a\u0639\u0632\u064a\u0632 \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u062a\u0641\u0633\u064a\u0631 \u0648\u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u0646\u0628\u0624\u0627\u062a \u0623\u0643\u062b\u0631 \u062f\u0642\u0629.<\/p>\n<\/li>\n

              3. \n

                \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0628\u0627\u064a\u0632\u064a<\/strong>: \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0633\u0627\u0644\u064a\u0628 \u0628\u0627\u064a\u0632\u064a \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0648\u0641\u0631 \u062a\u0642\u062f\u064a\u0631\u0627\u062a \u0639\u062f\u0645 \u0627\u0644\u064a\u0642\u064a\u0646 \u0644\u0644\u062a\u0646\u0628\u0624\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644 \u0639\u0645\u0644\u064a\u0629 \u0635\u0646\u0639 \u0627\u0644\u0642\u0631\u0627\u0631 \u0623\u0643\u062b\u0631 \u0645\u0648\u062b\u0648\u0642\u064a\u0629.<\/p>\n<\/li>\n<\/ol>\n

                \u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0623\u0648 \u0631\u0628\u0637\u0647\u0627 \u0628\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a<\/h2>\n

                \u062a\u0644\u0639\u0628 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062f\u0648\u0631\u064b\u0627 \u062d\u0627\u0633\u0645\u064b\u0627 \u0641\u064a \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0628\u0639\u0636 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0645\u0646 \u062e\u0644\u0627\u0644\u0647\u0627 \u0631\u0628\u0637 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0628\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a:<\/p>\n

                  \n
                1. \n

                  \u062a\u062c\u0631\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>: \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0627\u0644\u0648\u064a\u0628\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0639\u062f\u0645 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0647\u0648\u064a\u062a\u0647 \u0648\u0645\u0646\u0639 \u062d\u0638\u0631 IP.<\/p>\n<\/li>\n

                2. \n

                  \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>: \u0639\u0646\u062f \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0648\u0632\u0639\u0629 \u062c\u063a\u0631\u0627\u0641\u064a\u064b\u0627\u060c \u062a\u0645\u0643\u0646 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0645\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627 \u0645\u0633\u0628\u0642\u064b\u0627 \u0645\u0646 \u0645\u0646\u0627\u0637\u0642 \u0645\u062e\u062a\u0644\u0641\u0629.<\/p>\n<\/li>\n

                3. \n

                  \u0639\u062f\u0645 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0647\u0648\u064a\u062a\u0647 \u0641\u064a \u0646\u0634\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/strong>: \u0641\u064a \u0628\u0639\u0636 \u0627\u0644\u062d\u0627\u0644\u0627\u062a\u060c \u0642\u062f \u064a\u0644\u0632\u0645 \u0646\u0634\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0645\u0639 \u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0625\u062e\u0641\u0627\u0621 \u0627\u0644\u0647\u0648\u064a\u0629 \u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629 \u0644\u062d\u0645\u0627\u064a\u0629 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0633\u0629. \u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0623\u0646 \u062a\u0639\u0645\u0644 \u0643\u0648\u0633\u0637\u0627\u0621 \u0644\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645.<\/p>\n<\/li>\n

                4. \n

                  \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u062d\u0645\u0644<\/strong>: \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0648\u0627\u0631\u062f\u0629 \u0628\u064a\u0646 \u0645\u062b\u064a\u0644\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621.<\/p>\n<\/li>\n<\/ol>\n

                  \u0631\u0648\u0627\u0628\u0637 \u0630\u0627\u062a \u0639\u0644\u0627\u0642\u0629<\/h2>\n

                  \u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0648\u0644 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n

                    \n
                  1. \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a - \u0648\u064a\u0643\u064a\u0628\u064a\u062f\u064a\u0627<\/a><\/li>\n
                  2. \u0645\u0642\u062f\u0645\u0629 \u0641\u064a \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u2013 \u062c\u0627\u0645\u0639\u0629 \u0633\u062a\u0627\u0646\u0641\u0648\u0631\u062f<\/a><\/li>\n
                  3. \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u2013 \u0625\u062a\u0642\u0627\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a<\/a><\/li>\n
                  4. \u0645\u0642\u062f\u0645\u0629 \u0641\u064a \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u2013 \u0646\u062d\u0648 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/a><\/li>\n<\/ol>\n

                    \u0641\u064a \u0627\u0644\u062e\u062a\u0627\u0645\u060c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0647\u0648 \u0623\u0633\u0644\u0648\u0628 \u0642\u0648\u064a \u0648\u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0641\u0633\u064a\u0631 \u0644\u0645\u0634\u0627\u0643\u0644 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062b\u0646\u0627\u0626\u064a. \u0625\u0646 \u0628\u0633\u0627\u0637\u062a\u0647 \u0648\u0645\u062e\u0631\u062c\u0627\u062a\u0647 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642 \u062a\u062c\u0639\u0644\u0647 \u0623\u062f\u0627\u0629 \u0642\u064a\u0645\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629. \u0645\u0639 \u062a\u0637\u0648\u0631 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627\u060c \u0641\u0625\u0646 \u062f\u0645\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0645\u0639 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0627\u0644\u0623\u062e\u0631\u0649 \u0633\u064a\u0641\u062a\u062d \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0625\u0645\u0643\u0627\u0646\u0627\u062a \u0641\u064a \u0639\u0627\u0644\u0645 \u0639\u0644\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a. \u0645\u0646 \u0646\u0627\u062d\u064a\u0629 \u0623\u062e\u0631\u0649\u060c \u0644\u0627 \u062a\u0632\u0627\u0644 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062a\u0645\u062b\u0644 \u0623\u0635\u0648\u0644\u064b\u0627 \u0642\u064a\u0645\u0629 \u0641\u064a \u062a\u0633\u0647\u064a\u0644 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0622\u0645\u0646 \u0648\u0641\u0639\u0627\u0644 \u0644\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0648\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0623\u062e\u0631\u0649.<\/p>","protected":false},"featured_media":468806,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477879","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about Logistic Regression: Unveiling the Power of Predictive Modeling<\/mark>","faq_items":[{"question":"What is logistic regression?","answer":"

                    Logistic regression is a widely used statistical technique in machine learning and data analysis. It is used to predict the probability of binary outcomes, such as yes\/no or true\/false, based on input features.<\/p>"},{"question":"Who developed logistic regression?","answer":"

                    Logistic regression was developed by statistician David Cox in 1958, though the concept dates back to the mid-19th century. It gained popularity through the works of various researchers and statisticians.<\/p>"},{"question":"How does logistic regression work?","answer":"

                    Logistic regression works by using a logistic function (sigmoid function) to map input features to probabilities. It assigns weights to each input feature and calculates a linear combination of these features. The logistic function converts this linear combination into a probability value between 0 and 1.<\/p>"},{"question":"What are the key features of logistic regression?","answer":"

                    Logistic regression is simple, interpretable, and provides probabilistic output. It is suitable for binary classification tasks and can handle large datasets efficiently. Moreover, it is robust to outliers compared to some other algorithms.<\/p>"},{"question":"What are the types of logistic regression?","answer":"

                    There are several types of logistic regression:<\/p>

                    1. Binary Logistic Regression: For binary outcomes.<\/li>
                    2. Multinomial Logistic Regression: For multiple exclusive classes.<\/li>
                    3. Ordinal Logistic Regression: For ordinal categories with a natural ordering.<\/li>
                    4. Regularized Logistic Regression: Introduces regularization to prevent overfitting.<\/li><\/ol>"},{"question":"Where can logistic regression be used?","answer":"

                      Logistic regression finds applications in various fields, such as medical diagnosis, credit risk assessment, marketing, and sentiment analysis.<\/p>"},{"question":"What are the challenges related to using logistic regression?","answer":"

                      Some challenges with logistic regression include:<\/p>

                      1. Imbalanced data, where one class is much more frequent than the other.<\/li>
                      2. Non-linear relationships between input features and outcomes.<\/li>
                      3. Overfitting with high-dimensional data.<\/li><\/ol>"},{"question":"How can proxy servers be associated with logistic regression?","answer":"

                        Proxy servers can assist logistic regression in data scraping, data preprocessing, anonymizing model deployment, and load balancing in large-scale applications. They play a crucial role in secure and efficient data processing for logistic regression and other machine learning tasks.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/477879","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/477879\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media\/468806"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media?parent=477879"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}