{"id":475994,"date":"2023-08-09T07:25:33","date_gmt":"2023-08-09T07:25:33","guid":{"rendered":""},"modified":"2023-09-05T11:11:48","modified_gmt":"2023-09-05T11:11:48","slug":"bayesian-optimization","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ar\/wiki\/bayesian-optimization\/","title":{"rendered":"\u0627\u0644\u0623\u0645\u062b\u0644 \u0628\u0627\u064a\u0632\u064a"},"content":{"rendered":"

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

\u062a\u0627\u0631\u064a\u062e \u0623\u0635\u0644 \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0628\u0627\u064a\u0632\u064a \u0648\u0623\u0648\u0644 \u0630\u0643\u0631 \u0644\u0647.<\/h2>\n

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

\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u0641\u0635\u0644\u0629 \u062d\u0648\u0644 \u0627\u0644\u0623\u0645\u062b\u0644 \u0628\u0627\u064a\u0632\u064a. \u062a\u0648\u0633\u064a\u0639 \u0645\u0648\u0636\u0648\u0639 \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0628\u0627\u064a\u0632\u064a.<\/h2>\n

\u064a\u0647\u062f\u0641 \u062a\u062d\u0633\u064a\u0646 \u0628\u0627\u064a\u0632\u064a \u0625\u0644\u0649 \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u0645\u0648\u0636\u0648\u0639\u064a\u0629 F<\/mi>(<\/mo>\u0633<\/mi>)<\/mo><\/mrow>\u0648 (\u062e)<\/annotation><\/semantics><\/math><\/span><\/span>F<\/span>(<\/span>\u0633<\/span>)<\/span><\/span><\/span><\/span><\/span> \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0645\u062d\u062f\u0648\u062f X<\/mi><\/mrow>X<\/annotation><\/semantics><\/math><\/span><\/span>X<\/span><\/span><\/span><\/span><\/span>. \u0627\u0644\u0645\u0641\u0647\u0648\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0647\u0648 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0646\u0645\u0648\u0630\u062c \u0628\u062f\u064a\u0644 \u0627\u062d\u062a\u0645\u0627\u0644\u064a\u060c \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u0643\u0648\u0646 \u0639\u0645\u0644\u064a\u0629 \u063a\u0627\u0648\u0633\u064a\u0629 (GP)\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u0642\u0627\u0631\u0628 \u0627\u0644\u062f\u0627\u0644\u0629 \u0627\u0644\u0645\u0648\u0636\u0648\u0639\u064a\u0629 \u063a\u064a\u0631 \u0627\u0644\u0645\u0639\u0631\u0648\u0641\u0629. \u064a\u0644\u062a\u0642\u0637 GP \u062a\u0648\u0632\u064a\u0639 F<\/mi>(<\/mo>\u0633<\/mi>)<\/mo><\/mrow>\u0648 (\u062e)<\/annotation><\/semantics><\/math><\/span><\/span>F<\/span>(<\/span>\u0633<\/span>)<\/span><\/span><\/span><\/span><\/span> \u0648\u064a\u0648\u0641\u0631 \u0642\u062f\u0631\u0627 \u0645\u0646 \u0639\u062f\u0645 \u0627\u0644\u064a\u0642\u064a\u0646 \u0641\u064a \u0627\u0644\u062a\u0646\u0628\u0624\u0627\u062a. \u0641\u064a \u0643\u0644 \u062a\u0643\u0631\u0627\u0631\u060c \u062a\u0642\u062a\u0631\u062d \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u0646\u0642\u0637\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0644\u0644\u062a\u0642\u064a\u064a\u0645 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0645\u0648\u0627\u0632\u0646\u0629 \u0627\u0644\u0627\u0633\u062a\u063a\u0644\u0627\u0644 (\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0642\u0627\u0637 \u0630\u0627\u062a \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0648\u0638\u064a\u0641\u064a\u0629 \u0627\u0644\u0645\u0646\u062e\u0641\u0636\u0629) \u0648\u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641 (\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0645\u0646\u0627\u0637\u0642 \u063a\u064a\u0631 \u0627\u0644\u0645\u0624\u0643\u062f\u0629).<\/p>\n

\u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u0645\u062a\u0628\u0639\u0629 \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u0628\u0627\u064a\u0632\u064a \u0647\u064a \u0643\u0645\u0627 \u064a\u0644\u064a:<\/p>\n

    \n
  1. \n

    \u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u0627\u0633\u062a\u062d\u0648\u0627\u0630<\/strong>: \u062a\u0642\u0648\u0645 \u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u0627\u0633\u062a\u062d\u0648\u0627\u0630 \u0628\u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0646\u0642\u0637\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0644\u0644\u062a\u0642\u064a\u064a\u0645 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u062a\u0646\u0628\u0624\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0628\u062f\u064a\u0644 \u0648\u062a\u0642\u062f\u064a\u0631\u0627\u062a \u0639\u062f\u0645 \u0627\u0644\u064a\u0642\u064a\u0646. \u062a\u062a\u0636\u0645\u0646 \u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0627\u0643\u062a\u0633\u0627\u0628 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0627\u0644\u062a\u062d\u0633\u064a\u0646 (PI)\u060c \u0648\u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u062a\u0648\u0642\u0639 (EI)\u060c \u0648\u062d\u062f\u0648\u062f \u0627\u0644\u062b\u0642\u0629 \u0627\u0644\u0639\u0644\u064a\u0627 (UCB).<\/p>\n<\/li>\n

  2. \n

    \u0646\u0645\u0648\u0630\u062c \u0628\u062f\u064a\u0644<\/strong>: \u0639\u0645\u0644\u064a\u0629 Gaussian \u0647\u064a \u0646\u0645\u0648\u0630\u062c \u0628\u062f\u064a\u0644 \u0634\u0627\u0626\u0639 \u064a\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u062a\u062d\u0633\u064a\u0646 Bayesian. \u064a\u0633\u0645\u062d \u0628\u062a\u0642\u062f\u064a\u0631 \u0641\u0639\u0627\u0644 \u0644\u0644\u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u0645\u0648\u0636\u0648\u0639\u064a\u0629 \u0648\u0639\u062f\u0645 \u0627\u0644\u064a\u0642\u064a\u0646 \u0641\u064a\u0647\u0627. \u064a\u0645\u0643\u0646 \u0623\u064a\u0636\u064b\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u0628\u062f\u064a\u0644\u0629 \u0623\u062e\u0631\u0649 \u0645\u062b\u0644 Random Forests \u0623\u0648 Bayesian Neural Networks \u0627\u0639\u062a\u0645\u0627\u062f\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u0645\u0634\u0643\u0644\u0629.<\/p>\n<\/li>\n

  3. \n

    \u062a\u062d\u0633\u064a\u0646<\/strong>: \u0628\u0645\u062c\u0631\u062f \u062a\u062d\u062f\u064a\u062f \u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u0627\u0633\u062a\u062d\u0648\u0627\u0630\u060c \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0645\u062b\u0644 L-BFGS \u0623\u0648 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062c\u064a\u0646\u064a\u0629 \u0623\u0648 \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0646\u0641\u0633\u0647 (\u0645\u0639 \u0646\u0645\u0648\u0630\u062c \u0628\u062f\u064a\u0644 \u0645\u0646\u062e\u0641\u0636 \u0627\u0644\u0623\u0628\u0639\u0627\u062f) \u0644\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0627\u0644\u0646\u0642\u0637\u0629 \u0627\u0644\u0645\u062b\u0627\u0644\u064a\u0629.<\/p>\n<\/li>\n

  4. \n

    \u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0628\u062f\u064a\u0644<\/strong>: \u0628\u0639\u062f \u062a\u0642\u064a\u064a\u0645 \u062f\u0627\u0644\u0629 \u0627\u0644\u0647\u062f\u0641 \u0639\u0646\u062f \u0627\u0644\u0646\u0642\u0637\u0629 \u0627\u0644\u0645\u0642\u062a\u0631\u062d\u0629\u060c \u064a\u062a\u0645 \u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0628\u062f\u064a\u0644 \u0644\u064a\u0634\u0645\u0644 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0629 \u0627\u0644\u062c\u062f\u064a\u062f\u0629. \u062a\u0633\u062a\u0645\u0631 \u0647\u0630\u0647 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0643\u0631\u0627\u0631\u064a\u0629 \u062d\u062a\u0649 \u064a\u062a\u0645 \u0627\u0633\u062a\u064a\u0641\u0627\u0621 \u0627\u0644\u062a\u0642\u0627\u0631\u0628 \u0623\u0648 \u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u062a\u0648\u0642\u0641 \u0627\u0644\u0645\u062d\u062f\u062f \u0645\u0633\u0628\u0642\u064b\u0627.<\/p>\n<\/li>\n<\/ol>\n

    \u0627\u0644\u0647\u064a\u0643\u0644 \u0627\u0644\u062f\u0627\u062e\u0644\u064a \u0644\u0644\u062a\u062d\u0633\u064a\u0646 \u0628\u0627\u064a\u0632\u064a. \u0643\u064a\u0641 \u064a\u0639\u0645\u0644 \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0628\u0627\u064a\u0632\u064a.<\/h2>\n

    \u064a\u062a\u0643\u0648\u0646 \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0645\u0646 \u0645\u0643\u0648\u0646\u064a\u0646 \u0631\u0626\u064a\u0633\u064a\u064a\u0646: \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0628\u062f\u064a\u0644 \u0648\u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u0627\u0633\u062a\u062d\u0648\u0627\u0630.<\/p>\n

    \u0646\u0645\u0648\u0630\u062c \u0628\u062f\u064a\u0644<\/h3>\n

    \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0628\u062f\u064a\u0644 \u064a\u0642\u0627\u0631\u0628 \u0627\u0644\u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u0645\u0648\u0636\u0648\u0639\u064a\u0629 \u063a\u064a\u0631 \u0627\u0644\u0645\u0639\u0631\u0648\u0641\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u0635\u0648\u062f\u0629. \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0639\u0645\u0644\u064a\u0629 \u063a\u0627\u0648\u0633\u064a (GP) \u0628\u0634\u0643\u0644 \u0634\u0627\u0626\u0639 \u0643\u0646\u0645\u0648\u0630\u062c \u0628\u062f\u064a\u0644 \u0646\u0638\u0631\u064b\u0627 \u0644\u0645\u0631\u0648\u0646\u062a\u0647\u0627 \u0648\u0642\u062f\u0631\u062a\u0647\u0627 \u0639\u0644\u0649 \u0627\u0644\u062a\u0642\u0627\u0637 \u0639\u062f\u0645 \u0627\u0644\u064a\u0642\u064a\u0646. \u064a\u062d\u062f\u062f GP \u062a\u0648\u0632\u064a\u0639\u064b\u0627 \u0645\u0633\u0628\u0642\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0648\u064a\u062a\u0645 \u062a\u062d\u062f\u064a\u062b\u0647 \u0628\u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u062a\u0648\u0632\u064a\u0639 \u062e\u0644\u0641\u064a\u060c \u0648\u0627\u0644\u0630\u064a \u064a\u0645\u062b\u0644 \u0627\u0644\u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u0627\u062d\u062a\u0645\u0627\u0644\u064b\u0627 \u0641\u064a \u0636\u0648\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u0635\u0648\u062f\u0629.<\/p>\n

    \u064a\u062a\u0645\u064a\u0632 GP \u0628\u0648\u0638\u064a\u0641\u0629 \u0645\u062a\u0648\u0633\u0637\u0629 \u0648\u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u062a\u063a\u0627\u064a\u0631 (\u0627\u0644\u0646\u0648\u0627\u0629). \u062a\u0642\u0648\u0645 \u0627\u0644\u062f\u0627\u0644\u0629 \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0629 \u0628\u062a\u0642\u062f\u064a\u0631 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629 \u0644\u0644\u062f\u0627\u0644\u0629 \u0627\u0644\u0645\u0648\u0636\u0648\u0639\u064a\u0629\u060c \u0648\u062a\u0642\u064a\u0633 \u062f\u0627\u0644\u0629 \u0627\u0644\u062a\u063a\u0627\u064a\u0631 \u0627\u0644\u062a\u0634\u0627\u0628\u0647 \u0628\u064a\u0646 \u0642\u064a\u0645 \u0627\u0644\u062f\u0627\u0644\u0629 \u0641\u064a \u0646\u0642\u0627\u0637 \u0645\u062e\u062a\u0644\u0641\u0629. \u064a\u0639\u062a\u0645\u062f \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0648\u0627\u0629 \u0639\u0644\u0649 \u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u0645\u0648\u0636\u0648\u0639\u064a\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0629 \u0623\u0648 \u0627\u0644\u062f\u0648\u0631\u064a\u0629.<\/p>\n

    \u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u0627\u0633\u062a\u062d\u0648\u0627\u0630<\/h3>\n

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

      \n
    1. \n

      \u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0627\u0644\u062a\u062d\u0633\u0646 (PI)<\/strong>: \u062a\u062d\u062f\u062f \u0647\u0630\u0647 \u0627\u0644\u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u0646\u0642\u0637\u0629 \u0630\u0627\u062a \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u0639\u0644\u0649 \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0623\u0641\u0636\u0644 \u0627\u0644\u062d\u0627\u0644\u064a\u0629.<\/p>\n<\/li>\n

    2. \n

      \u0627\u0644\u062a\u062d\u0633\u0646 \u0627\u0644\u0645\u062a\u0648\u0642\u0639 (EI)<\/strong>: \u064a\u0623\u062e\u0630 \u0641\u064a \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631 \u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0627\u0644\u062a\u062d\u0633\u0646 \u0648\u0627\u0644\u062a\u062d\u0633\u0646 \u0627\u0644\u0645\u062a\u0648\u0642\u0639 \u0641\u064a \u0642\u064a\u0645\u0629 \u0627\u0644\u0648\u0638\u064a\u0641\u0629.<\/p>\n<\/li>\n

    3. \n

      \u062d\u062f \u0627\u0644\u062b\u0642\u0629 \u0627\u0644\u0639\u0644\u0648\u064a (UCB)<\/strong>: \u064a\u0648\u0627\u0632\u0646 UCB \u0628\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0648\u0627\u0644\u0627\u0633\u062a\u063a\u0644\u0627\u0644 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0639\u0644\u0645\u0629 \u0645\u0642\u0627\u064a\u0636\u0629 \u062a\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u062a\u0648\u0627\u0632\u0646 \u0628\u064a\u0646 \u0639\u062f\u0645 \u0627\u0644\u064a\u0642\u064a\u0646 \u0648\u0642\u064a\u0645\u0629 \u0627\u0644\u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629.<\/p>\n<\/li>\n<\/ol>\n

      \u062a\u0642\u0648\u0645 \u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u0627\u0633\u062a\u062d\u0648\u0627\u0630 \u0628\u062a\u0648\u062c\u064a\u0647 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0642\u0637\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0644\u0644\u062a\u0642\u064a\u064a\u0645\u060c \u0648\u062a\u0633\u062a\u0645\u0631 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0628\u0634\u0643\u0644 \u0645\u062a\u0643\u0631\u0631 \u062d\u062a\u0649 \u064a\u062a\u0645 \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0627\u0644\u062d\u0644 \u0627\u0644\u0623\u0645\u062b\u0644.<\/p>\n

      \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0645\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0644\u062a\u062d\u0633\u064a\u0646 \u0628\u0627\u064a\u0632\u064a.<\/h2>\n

      \u064a\u0642\u062f\u0645 \u062a\u062d\u0633\u064a\u0646 \u0628\u0627\u064a\u0632\u064a \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062c\u0639\u0644\u0647 \u062c\u0630\u0627\u0628\u064b\u0627 \u0644\u0645\u062e\u062a\u0644\u0641 \u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u062d\u0633\u064a\u0646:<\/p>\n

        \n
      1. \n

        \u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u0639\u064a\u0646\u0629<\/strong>: \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u062c\u062f \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0628\u0627\u064a\u0632\u064a \u0627\u0644\u062d\u0644 \u0627\u0644\u0623\u0645\u062b\u0644 \u0628\u0643\u0641\u0627\u0621\u0629 \u0645\u0639 \u062a\u0642\u064a\u064a\u0645\u0627\u062a \u0642\u0644\u064a\u0644\u0629 \u0646\u0633\u0628\u064a\u064b\u0627 \u0644\u0644\u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u0647\u062f\u0641. \u0648\u0647\u0630\u0627 \u0645\u0647\u0645 \u0628\u0634\u0643\u0644 \u062e\u0627\u0635 \u0639\u0646\u062f\u0645\u0627 \u064a\u0643\u0648\u0646 \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0648\u0638\u064a\u0641\u0629 \u0645\u0633\u062a\u0647\u0644\u0643\u064b\u0627 \u0644\u0644\u0648\u0642\u062a \u0623\u0648 \u0645\u0643\u0644\u0641\u064b\u0627.<\/p>\n<\/li>\n

      2. \n

        \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0639\u0627\u0644\u0645\u064a<\/strong>: \u0639\u0644\u0649 \u0639\u0643\u0633 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u062f\u0631\u062c\u060c \u064a\u0639\u062f \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0628\u0627\u064a\u0632\u064a \u062a\u0642\u0646\u064a\u0629 \u062a\u062d\u0633\u064a\u0646 \u0639\u0627\u0644\u0645\u064a\u0629. \u0625\u0646\u0647 \u064a\u0633\u062a\u0643\u0634\u0641 \u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u0628\u062d\u062b \u0628\u0643\u0641\u0627\u0621\u0629 \u0644\u062a\u062d\u062f\u064a\u062f \u0645\u0648\u0642\u0639 \u0627\u0644\u0623\u0645\u062b\u0644 \u0627\u0644\u0639\u0627\u0644\u0645\u064a \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u062a\u0639\u062b\u0631 \u0641\u064a \u0627\u0644\u0623\u0645\u062b\u0644 \u0627\u0644\u0645\u062d\u0644\u064a.<\/p>\n<\/li>\n

      3. \n

        \u0627\u0644\u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a<\/strong>: \u0627\u0644\u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a \u0644\u0644\u062f\u0627\u0644\u0629 \u0627\u0644\u0645\u0648\u0636\u0648\u0639\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0639\u0645\u0644\u064a\u0629 \u063a\u0627\u0648\u0633 \u064a\u0633\u0645\u062d \u0644\u0646\u0627 \u0628\u0642\u064a\u0627\u0633 \u0639\u062f\u0645 \u0627\u0644\u064a\u0642\u064a\u0646 \u0641\u064a \u0627\u0644\u062a\u0646\u0628\u0624\u0627\u062a. \u0648\u0647\u0630\u0627 \u0645\u0647\u0645 \u0628\u0634\u0643\u0644 \u062e\u0627\u0635 \u0639\u0646\u062f \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0645\u0648\u0636\u0648\u0639\u064a\u0629 \u0627\u0644\u0635\u0627\u062e\u0628\u0629 \u0623\u0648 \u063a\u064a\u0631 \u0627\u0644\u0645\u0624\u0643\u062f\u0629.<\/p>\n<\/li>\n

      4. \n

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

      5. \n

        \u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u062a\u0643\u064a\u0641\u064a<\/strong>: \u062a\u062a\u064a\u062d \u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u0627\u0633\u062a\u062d\u0648\u0627\u0630 \u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u062a\u0643\u064a\u0641\u064a\u060c \u0645\u0645\u0627 \u064a\u0645\u0643\u0651\u0646 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0645\u0646 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u0648\u0627\u0639\u062f\u0629 \u0645\u0639 \u0627\u0644\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0641\u064a \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0645\u0646\u0627\u0637\u0642 \u063a\u064a\u0631 \u0627\u0644\u0645\u0624\u0643\u062f\u0629.<\/p>\n<\/li>\n<\/ol>\n

        \u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0628\u0627\u064a\u0632\u064a<\/h2>\n

        \u064a\u0645\u0643\u0646 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0639\u0648\u0627\u0645\u0644 \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0628\u062f\u064a\u0644 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0623\u0648 \u0646\u0648\u0639 \u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u062a\u062d\u0633\u064a\u0646.<\/p>\n

        \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0628\u062f\u064a\u0644:<\/h3>\n
          \n
        1. \n

          \u062a\u062d\u0633\u064a\u0646 \u0628\u0627\u064a\u0632\u064a \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u063a\u0648\u0633\u064a\u0629<\/strong>: \u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0646\u0648\u0639 \u0627\u0644\u0623\u0643\u062b\u0631 \u0634\u064a\u0648\u0639\u064b\u0627\u060c \u0648\u064a\u0633\u062a\u062e\u062f\u0645 \u0639\u0645\u0644\u064a\u0629 \u063a\u0627\u0648\u0633\u064a\u0629 \u0643\u0646\u0645\u0648\u0630\u062c \u0628\u062f\u064a\u0644 \u0644\u0627\u0644\u062a\u0642\u0627\u0637 \u0639\u062f\u0645 \u0627\u0644\u064a\u0642\u064a\u0646 \u0641\u064a \u0627\u0644\u062f\u0627\u0644\u0629 \u0627\u0644\u0647\u062f\u0641.<\/p>\n<\/li>\n

        2. \n

          \u062a\u062d\u0633\u064a\u0646 \u0628\u0627\u064a\u0632\u064a \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u063a\u0627\u0628\u0627\u062a<\/strong>: \u064a\u0633\u062a\u0628\u062f\u0644 \u0639\u0645\u0644\u064a\u0629 Gaussian \u0628\u0640 Random Forest \u0644\u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u0645\u0648\u0636\u0648\u0639\u064a\u0629 \u0648\u0639\u062f\u0645 \u0627\u0644\u064a\u0642\u064a\u0646 \u0641\u064a\u0647\u0627.<\/p>\n<\/li>\n

        3. \n

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

          \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u062a\u062d\u0633\u064a\u0646:<\/h3>\n
            \n
          1. \n

            \u062a\u062d\u0633\u064a\u0646 \u0628\u0627\u064a\u0632\u064a \u0623\u062d\u0627\u062f\u064a \u0627\u0644\u0647\u062f\u0641<\/strong>: \u064a\u0633\u062a\u062e\u062f\u0645 \u0644\u062a\u062d\u0633\u064a\u0646 \u0648\u0638\u064a\u0641\u0629 \u0645\u0648\u0636\u0648\u0639\u064a\u0629 \u0648\u0627\u062d\u062f\u0629.<\/p>\n<\/li>\n

          2. \n

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

            \u0637\u0631\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0628\u0627\u064a\u0632\u064a \u0648\u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \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\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062a\u0646\u0648\u0639\u0629 \u0646\u0638\u0631\u064b\u0627 \u0644\u062a\u0639\u062f\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a\u0647 \u0648\u0643\u0641\u0627\u0621\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

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

            2. \n

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

            3. \n

              \u062a\u0635\u0645\u064a\u0645 \u062a\u062c\u0631\u064a\u0628\u064a<\/strong>: \u064a\u0633\u0627\u0639\u062f \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0641\u064a \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u062a\u062c\u0627\u0631\u0628 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0627\u062e\u062a\u064a\u0627\u0631 \u0646\u0642\u0627\u0637 \u0627\u0644\u0639\u064a\u0646\u0629 \u0628\u0643\u0641\u0627\u0621\u0629 \u0641\u064a \u0645\u0633\u0627\u062d\u0627\u062a \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f.<\/p>\n<\/li>\n

            4. \n

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

            5. \n

              \u0625\u0643\u062a\u0634\u0627\u0641 \u0639\u0642\u0627\u0631<\/strong>: \u064a\u0645\u0643\u0646 \u0644\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0628\u0627\u064a\u0632\u064a \u062a\u0633\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0629 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u062f\u0648\u064a\u0629 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0641\u062d\u0635 \u0645\u0631\u0643\u0628\u0627\u062a \u0627\u0644\u0623\u062f\u0648\u064a\u0629 \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629 \u0628\u0643\u0641\u0627\u0621\u0629.<\/p>\n<\/li>\n<\/ol>\n

              \u0641\u064a \u062d\u064a\u0646 \u0623\u0646 \u062a\u062d\u0633\u064a\u0646 \u0628\u0627\u064a\u0632\u064a \u064a\u0648\u0641\u0631 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0632\u0627\u064a\u0627\u060c \u0625\u0644\u0627 \u0623\u0646\u0647 \u064a\u0648\u0627\u062c\u0647 \u0623\u064a\u0636\u064b\u0627 \u062a\u062d\u062f\u064a\u0627\u062a:<\/p>\n

                \n
              1. \n

                \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0639\u0627\u0644\u064a \u0627\u0644\u0623\u0628\u0639\u0627\u062f<\/strong>: \u064a\u0635\u0628\u062d \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0628\u0627\u064a\u0632\u064a \u0645\u0643\u0644\u0641\u064b\u0627 \u062d\u0633\u0627\u0628\u064a\u064b\u0627 \u0641\u064a \u0627\u0644\u0645\u0633\u0627\u062d\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0628\u0633\u0628\u0628 \u0644\u0639\u0646\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f.<\/p>\n<\/li>\n

              2. \n

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

              3. \n

                \u0627\u0644\u062a\u0642\u0627\u0631\u0628 \u0645\u0639 \u0623\u0648\u0628\u062a\u064a\u0645\u0627 \u0627\u0644\u0645\u062d\u0644\u064a\u0629<\/strong>: \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0623\u0646 \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0628\u0627\u064a\u0632\u064a \u0645\u0635\u0645\u0645 \u0644\u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u060c \u0625\u0644\u0627 \u0623\u0646\u0647 \u0644\u0627 \u064a\u0632\u0627\u0644 \u0645\u0646 \u0627\u0644\u0645\u0645\u0643\u0646 \u0623\u0646 \u064a\u062a\u0642\u0627\u0631\u0628 \u0645\u0639 \u0627\u0644\u0623\u0645\u062b\u0644 \u0627\u0644\u0645\u062d\u0644\u064a \u0625\u0630\u0627 \u0644\u0645 \u064a\u062a\u0645 \u0636\u0628\u0637 \u062a\u0648\u0627\u0632\u0646 \u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0648\u0627\u0644\u0627\u0633\u062a\u063a\u0644\u0627\u0644 \u0628\u0634\u0643\u0644 \u0645\u0646\u0627\u0633\u0628.<\/p>\n<\/li>\n<\/ol>\n

                \u0644\u0644\u062a\u063a\u0644\u0628 \u0639\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a\u060c \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0648\u0646 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0623\u0628\u0639\u0627\u062f\u060c \u0623\u0648 \u0627\u0644\u0645\u0648\u0627\u0632\u0627\u0629\u060c \u0623\u0648 \u062a\u0635\u0645\u064a\u0645 \u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u0627\u0633\u062a\u062d\u0648\u0627\u0630 \u0627\u0644\u0630\u0643\u064a\u0629.<\/p>\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 \u0641\u064a \u0634\u0643\u0644 \u062c\u062f\u0627\u0648\u0644 \u0648\u0642\u0648\u0627\u0626\u0645.<\/h2>\n\n\n\n\n\n\n\n\n\n\n
                \u0635\u0641\u0629 \u0645\u0645\u064a\u0632\u0629<\/th>\n\u0627\u0644\u0623\u0645\u062b\u0644 \u0628\u0627\u064a\u0632\u064a<\/th>\n\u0628\u062d\u062b \u0627\u0644\u0634\u0628\u0643\u0629<\/th>\n\u0628\u062d\u062b \u0639\u0634\u0648\u0627\u0626\u064a<\/th>\n\u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0637\u0648\u0631\u064a\u0629<\/th>\n<\/tr>\n<\/thead>\n
                \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0639\u0627\u0644\u0645\u064a<\/td>\n\u0646\u0639\u0645<\/td>\n\u0644\u0627<\/td>\n\u0644\u0627<\/td>\n\u0646\u0639\u0645<\/td>\n<\/tr>\n
                \u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u0639\u064a\u0646\u0629<\/td>\n\u0639\u0627\u0644\u064a<\/td>\n\u0642\u0644\u064a\u0644<\/td>\n\u0642\u0644\u064a\u0644<\/td>\n\u0648\u0627\u0633\u0637\u0629<\/td>\n<\/tr>\n
                \u062a\u0642\u064a\u064a\u0645\u0627\u062a \u0628\u0627\u0647\u0638\u0629 \u0627\u0644\u062b\u0645\u0646<\/td>\n\u0645\u0646\u0627\u0633\u0628<\/td>\n\u0645\u0646\u0627\u0633\u0628<\/td>\n\u0645\u0646\u0627\u0633\u0628<\/td>\n\u0645\u0646\u0627\u0633\u0628<\/td>\n<\/tr>\n
                \u0627\u0644\u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a<\/td>\n\u0646\u0639\u0645<\/td>\n\u0644\u0627<\/td>\n\u0644\u0627<\/td>\n\u0644\u0627<\/td>\n<\/tr>\n
                \u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u062a\u0643\u064a\u0641\u064a<\/td>\n\u0646\u0639\u0645<\/td>\n\u0644\u0627<\/td>\n\u0646\u0639\u0645<\/td>\n\u0646\u0639\u0645<\/td>\n<\/tr>\n
                \u064a\u0639\u0627\u0644\u062c \u0627\u0644\u0642\u064a\u0648\u062f<\/td>\n\u0646\u0639\u0645<\/td>\n\u0644\u0627<\/td>\n\u0644\u0627<\/td>\n\u0646\u0639\u0645<\/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\u062a\u062d\u0633\u064a\u0646 \u0628\u0627\u064a\u0632\u064a.<\/h2>\n

                \u064a\u0628\u062f\u0648 \u0645\u0633\u062a\u0642\u0628\u0644 \u062a\u062d\u0633\u064a\u0646 \u0628\u0627\u064a\u0632\u064a \u0648\u0627\u0639\u062f\u064b\u0627\u060c \u0645\u0639 \u0648\u062c\u0648\u062f \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629 \u0627\u0644\u062a\u064a \u062a\u0644\u0648\u062d \u0641\u064a \u0627\u0644\u0623\u0641\u0642:<\/p>\n

                  \n
                1. \n

                  \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639<\/strong>: \u064a\u0639\u0645\u0644 \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0628\u0646\u0634\u0627\u0637 \u0639\u0644\u0649 \u062a\u0648\u0633\u064a\u0639 \u0646\u0637\u0627\u0642 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0648\u0627\u0644\u0645\u0643\u0644\u0641\u0629 \u062d\u0633\u0627\u0628\u064a\u064b\u0627 \u0628\u0634\u0643\u0644 \u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629.<\/p>\n<\/li>\n

                2. \n

                  \u0627\u0644\u062a\u0648\u0627\u0632\u064a<\/strong>: \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0624\u062f\u064a \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629 \u0641\u064a \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u064a\u0629 \u0625\u0644\u0649 \u062a\u0633\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0629 \u062a\u062d\u0633\u064a\u0646 \u0628\u0627\u064a\u0632\u064a \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0642\u064a\u064a\u0645 \u0646\u0642\u0627\u0637 \u0645\u062a\u0639\u062f\u062f\u0629 \u0641\u064a \u0648\u0642\u062a \u0648\u0627\u062d\u062f.<\/p>\n<\/li>\n

                3. \n

                  \u0646\u0642\u0644 \u0627\u0644\u062a\u0639\u0644\u0645<\/strong>: \u064a\u0645\u0643\u0646 \u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0646\u0642\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0644\u0648\u064a \u0623\u0646 \u062a\u0639\u0632\u0632 \u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0645\u0646 \u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0633\u0627\u0628\u0642\u0629.<\/p>\n<\/li>\n

                4. \n

                  \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0628\u0627\u064a\u0632\u064a<\/strong>: \u062a\u064f\u0638\u0647\u0631 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0628\u0627\u064a\u0632\u064a\u0629 \u0646\u062a\u0627\u0626\u062c \u0648\u0627\u0639\u062f\u0629 \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0646\u0645\u0630\u062c\u0629 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0628\u062f\u064a\u0644\u0629\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u0642\u062f\u064a\u0631\u0627\u062a \u0623\u0641\u0636\u0644 \u0644\u0639\u062f\u0645 \u0627\u0644\u064a\u0642\u064a\u0646.<\/p>\n<\/li>\n

                5. \n

                  \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0622\u0644\u064a<\/strong>: \u0645\u0646 \u0627\u0644\u0645\u062a\u0648\u0642\u0639 \u0623\u0646 \u064a\u0644\u0639\u0628 \u062a\u062d\u0633\u064a\u0646 \u0628\u0627\u064a\u0632\u064a \u062f\u0648\u0631\u064b\u0627 \u062d\u0627\u0633\u0645\u064b\u0627 \u0641\u064a \u0623\u062a\u0645\u062a\u0629 \u0633\u064a\u0631 \u0639\u0645\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0648\u062a\u062d\u0633\u064a\u0646 \u062e\u0637\u0648\u0637 \u0627\u0644\u0623\u0646\u0627\u0628\u064a\u0628\u060c \u0648\u0623\u062a\u0645\u062a\u0629 \u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629.<\/p>\n<\/li>\n

                6. \n

                  \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u0639\u0644\u0645<\/strong>: \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0624\u062f\u064a \u062f\u0645\u062c \u062a\u062d\u0633\u064a\u0646 \u0628\u0627\u064a\u0632\u064a \u0645\u0639 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632 \u0625\u0644\u0649 \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629 \u0648\u0641\u0639\u0627\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u0639\u064a\u0646\u0629 \u0641\u064a \u0645\u0647\u0627\u0645 RL.<\/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\u062a\u062d\u0633\u064a\u0646 \u0628\u0627\u064a\u0632\u064a.<\/h2>\n

                  \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0631\u062a\u0628\u0637 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0627\u0631\u062a\u0628\u0627\u0637\u064b\u0627 \u0648\u062b\u064a\u0642\u064b\u0627 \u0628\u062a\u062d\u0633\u064a\u0646 \u0628\u0627\u064a\u0632\u064a \u0628\u0637\u0631\u0642 \u0645\u062e\u062a\u0644\u0641\u0629:<\/p>\n

                    \n
                  1. \n

                    \u062a\u062d\u0633\u064a\u0646 \u0628\u0627\u064a\u0632\u064a \u0627\u0644\u0645\u0648\u0632\u0639<\/strong>: \u0639\u0646\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u062f\u0645 \u0628\u0631\u0648\u0643\u0633\u064a \u0645\u062a\u0639\u062f\u062f\u0629 \u0645\u0646\u062a\u0634\u0631\u0629 \u0639\u0628\u0631 \u0645\u0648\u0627\u0642\u0639 \u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0645\u062a\u0648\u0627\u0632\u064a\u064b\u0627\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u0642\u0627\u0631\u0628 \u0623\u0633\u0631\u0639 \u0648\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0623\u0641\u0636\u0644 \u0644\u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u0628\u062d\u062b.<\/p>\n<\/li>\n

                  2. \n

                    \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0648\u0627\u0644\u0623\u0645\u0646<\/strong>: \u0641\u064a \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0636\u0645\u0646 \u0641\u064a\u0647\u0627 \u062a\u0642\u064a\u064a\u0645\u0627\u062a \u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0645\u0648\u0636\u0648\u0639\u064a\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u062d\u0633\u0627\u0633\u0629 \u0623\u0648 \u0633\u0631\u064a\u0629\u060c \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0639\u0645\u0644 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0643\u0648\u0633\u0637\u0627\u0621\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u062b\u0646\u0627\u0621 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062d\u0633\u064a\u0646.<\/p>\n<\/li>\n

                  3. \n

                    \u062a\u062c\u0646\u0628 \u0627\u0644\u062a\u062d\u064a\u0632<\/strong>: \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0633\u0627\u0639\u062f \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0641\u064a \u0636\u0645\u0627\u0646 \u0639\u062f\u0645 \u062a\u062d\u064a\u0632 \u062a\u0642\u064a\u064a\u0645\u0627\u062a \u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0645\u0648\u0636\u0648\u0639\u064a\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u0648\u0642\u0639 \u0627\u0644\u0639\u0645\u064a\u0644 \u0623\u0648 \u0639\u0646\u0648\u0627\u0646 IP.<\/p>\n<\/li>\n

                  4. \n

                    \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u062d\u0645\u0644<\/strong>: \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u062d\u0633\u064a\u0646 \u0628\u0627\u064a\u0632\u064a \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0648\u0645\u0648\u0627\u0632\u0646\u0629 \u0627\u0644\u062a\u062d\u0645\u064a\u0644 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629\u060c \u0645\u0645\u0627 \u064a\u0632\u064a\u062f \u0645\u0646 \u0643\u0641\u0627\u0621\u062a\u0647\u0627 \u0641\u064a \u062e\u062f\u0645\u0629 \u0627\u0644\u0637\u0644\u0628\u0627\u062a.<\/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 \u062a\u062d\u0633\u064a\u0646 \u0628\u0627\u064a\u0632\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. Scikit-\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u0648\u062b\u064a\u0642<\/a><\/li>\n
                    2. \u0627\u0644\u0646\u0639\u0646\u0627\u0639: \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0628\u0627\u064a\u0632\u064a<\/a><\/li>\n
                    3. \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0639\u0645\u0644\u064a \u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a<\/a><\/li>\n<\/ol>\n

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                      Bayesian optimization is an optimization technique used to find the best solution for complex and costly objective functions. It employs a probabilistic model, such as Gaussian Process, to approximate the objective function and iteratively selects points for evaluation to efficiently navigate the search space.<\/p>"},{"question":"How did Bayesian optimization originate?","answer":"

                      The concept of Bayesian optimization was first introduced by John Mockus in the 1970s. However, the term gained popularity in the 2000s when researchers began combining probabilistic modeling with global optimization techniques.<\/p>"},{"question":"How does Bayesian optimization work?","answer":"

                      Bayesian optimization consists of two main components: a surrogate model (often Gaussian Process) and an acquisition function. The surrogate model approximates the objective function, and the acquisition function guides the selection of the next point for evaluation based on the surrogate model's predictions and uncertainty estimates.<\/p>"},{"question":"What are the key features of Bayesian optimization?","answer":"

                      Bayesian optimization offers sample efficiency, global optimization capabilities, probabilistic representation, adaptive exploration, and the ability to handle user-defined constraints.<\/p>"},{"question":"What types of Bayesian optimization exist?","answer":"

                      There are different types of Bayesian optimization based on the surrogate model used and the optimization problem. Common types include Gaussian Process-based, Random Forest-based, and Bayesian Neural Networks-based Bayesian optimization. It can be used for both single-objective and multi-objective optimization.<\/p>"},{"question":"In what ways can Bayesian optimization be used?","answer":"

                      Bayesian optimization finds applications in hyperparameter tuning, robotics, experimental design, drug discovery, and more. It is valuable in scenarios where the objective function evaluations are expensive or time-consuming.<\/p>"},{"question":"What challenges does Bayesian optimization face?","answer":"

                      Bayesian optimization can be computationally expensive in high-dimensional spaces, and convergence to local optima may occur if the exploration-exploitation balance is not appropriately set.<\/p>"},{"question":"What technologies can enhance Bayesian optimization in the future?","answer":"

                      Future advancements in Bayesian optimization may include scalability, parallelization, transfer learning, Bayesian Neural Networks, automated machine learning, and integration with reinforcement learning algorithms.<\/p>"},{"question":"How can proxy servers be associated with Bayesian optimization?","answer":"

                      Proxy servers can be linked to Bayesian optimization by enabling distributed optimization, ensuring privacy and security during evaluations, avoiding bias, and optimizing the performance and load balancing of the proxy servers themselves.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/475994","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\/475994\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media\/467702"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media?parent=475994"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}