{"id":478223,"date":"2023-08-09T09:29:19","date_gmt":"2023-08-09T09:29:19","guid":{"rendered":""},"modified":"2023-09-05T11:16:19","modified_gmt":"2023-09-05T11:16:19","slug":"normalization-in-data-preprocessing","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ar\/wiki\/normalization-in-data-preprocessing\/","title":{"rendered":"\u0627\u0644\u062a\u0637\u0628\u064a\u0639 \u0641\u064a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a"},"content":{"rendered":"<p>\u064a\u0639\u062f \u0627\u0644\u062a\u0637\u0628\u064a\u0639 \u0641\u064a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062e\u0637\u0648\u0629 \u062d\u0627\u0633\u0645\u0629 \u0641\u064a \u0625\u0639\u062f\u0627\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0644\u062a\u062d\u0644\u064a\u0644 \u0648\u0627\u0644\u0646\u0645\u0630\u062c\u0629 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a. \u0648\u0647\u0648 \u064a\u062a\u0636\u0645\u0646 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u062a\u0646\u0633\u064a\u0642 \u0645\u0648\u062d\u062f \u0644\u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u062a\u0646\u0627\u0642\u0636\u0627\u062a \u0648\u0627\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0642\u0627\u0628\u0644 \u0644\u0644\u0645\u0642\u0627\u0631\u0646\u0629. \u0648\u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0642\u064a\u0627\u0645 \u0628\u0630\u0644\u0643\u060c \u062a\u0639\u0645\u0644 \u0627\u0644\u062a\u0633\u0648\u064a\u0629 \u0639\u0644\u0649 \u062a\u0639\u0632\u064a\u0632 \u0643\u0641\u0627\u0621\u0629 \u0648\u062f\u0642\u0629 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u062d\u062c\u0645 \u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u0625\u062f\u062e\u0627\u0644.<\/p>\n<h2>\u062a\u0627\u0631\u064a\u062e \u0623\u0635\u0644 \u0627\u0644\u062a\u0637\u0628\u064a\u0639 \u0641\u064a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0623\u0648\u0644 \u0630\u0643\u0631 \u0644\u0647<\/h2>\n<p>\u064a\u0639\u0648\u062f \u0645\u0641\u0647\u0648\u0645 \u0627\u0644\u062a\u0637\u0628\u064a\u0639 \u0641\u064a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0627\u062a \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0627\u0644\u0645\u0628\u0643\u0631\u0629. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u064a\u0645\u0643\u0646 \u0625\u0631\u062c\u0627\u0639 \u0625\u0636\u0641\u0627\u0621 \u0627\u0644\u0637\u0627\u0628\u0639 \u0627\u0644\u0631\u0633\u0645\u064a \u0639\u0644\u064a\u0647\u0627 \u0648\u0627\u0644\u0627\u0639\u062a\u0631\u0627\u0641 \u0628\u0647\u0627 \u0643\u062a\u0642\u0646\u064a\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0625\u0644\u0649 \u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u064a\u0646 \u0645\u062b\u0644 \u0643\u0627\u0631\u0644 \u0628\u064a\u0631\u0633\u0648\u0646 \u0648\u0631\u0648\u0646\u0627\u0644\u062f \u0641\u064a\u0634\u0631 \u0641\u064a \u0623\u0648\u0627\u062e\u0631 \u0627\u0644\u0642\u0631\u0646 \u0627\u0644\u062a\u0627\u0633\u0639 \u0639\u0634\u0631 \u0648\u0623\u0648\u0627\u0626\u0644 \u0627\u0644\u0642\u0631\u0646 \u0627\u0644\u0639\u0634\u0631\u064a\u0646. \u0642\u062f\u0645 \u0628\u064a\u0631\u0633\u0648\u0646 \u0641\u0643\u0631\u0629 \u0627\u0644\u062a\u0648\u062d\u064a\u062f \u0627\u0644\u0642\u064a\u0627\u0633\u064a (\u0634\u0643\u0644 \u0645\u0646 \u0623\u0634\u0643\u0627\u0644 \u0627\u0644\u062a\u0637\u0628\u064a\u0639) \u0641\u064a \u0645\u0639\u0627\u0645\u0644 \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637 \u0627\u0644\u062e\u0627\u0635 \u0628\u0647\u060c \u0648\u0627\u0644\u0630\u064a \u0633\u0645\u062d \u0628\u0625\u062c\u0631\u0627\u0621 \u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0628\u0648\u062d\u062f\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629.<\/p>\n<p>\u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0627\u0646\u062a\u0634\u0631\u062a \u0641\u0643\u0631\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0639 \u0645\u0639 \u0638\u0647\u0648\u0631 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0641\u064a \u0627\u0644\u0623\u0631\u0628\u0639\u064a\u0646\u064a\u0627\u062a. \u0648\u062c\u062f \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0623\u0646 \u062a\u0637\u0628\u064a\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0623\u062f\u0649 \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u062a\u0642\u0627\u0631\u0628 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u0623\u062f\u0627\u0626\u0647\u0627 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631.<\/p>\n<h2>\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u0641\u0635\u0644\u0629 \u062d\u0648\u0644 \u0627\u0644\u062a\u0637\u0628\u064a\u0639 \u0641\u064a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/h2>\n<p>\u064a\u0647\u062f\u0641 \u0627\u0644\u062a\u0637\u0628\u064a\u0639 \u0625\u0644\u0649 \u062c\u0644\u0628 \u062c\u0645\u064a\u0639 \u0645\u064a\u0632\u0627\u062a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0645\u0642\u064a\u0627\u0633 \u0645\u0634\u062a\u0631\u0643\u060c \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u0643\u0648\u0646 \u0628\u064a\u0646 0 \u06481\u060c \u062f\u0648\u0646 \u062a\u0634\u0648\u064a\u0647 \u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u064a\u0639\u062f \u0647\u0630\u0627 \u0623\u0645\u0631\u064b\u0627 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0639\u0646\u062f \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u064a \u0644\u0647\u0627 \u0646\u0637\u0627\u0642\u0627\u062a \u0623\u0648 \u0648\u062d\u062f\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631\u060c \u062d\u064a\u062b \u0642\u062f \u062a\u0639\u0637\u064a \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0623\u0647\u0645\u064a\u0629 \u063a\u064a\u0631 \u0636\u0631\u0648\u0631\u064a\u0629 \u0644\u0644\u0645\u064a\u0632\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0623\u0643\u0628\u0631.<\/p>\n<p>\u062a\u062a\u0636\u0645\u0646 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0639 \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u064a\u0632\u0627\u062a<\/strong>: \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0627\u0644\u062a\u0633\u0648\u064a\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u0642\u0627\u064a\u064a\u0633\u0647\u0627 \u0648\u062a\u0648\u0632\u064a\u0639\u0627\u062a\u0647\u0627.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u062d\u062c\u064a\u0645<\/strong>: \u062a\u062d\u0648\u064a\u0644 \u0643\u0644 \u0645\u064a\u0632\u0629 \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0642\u0644 \u0644\u062a\u0642\u0639 \u0636\u0645\u0646 \u0646\u0637\u0627\u0642 \u0645\u062d\u062f\u062f. \u062a\u0634\u062a\u0645\u0644 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0642\u064a\u0627\u0633 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0639\u0644\u0649 Min-Max Scaling \u0648Z-score Standardization.<\/p>\n<\/li>\n<li>\n<p><strong>\u0635\u064a\u063a\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0639<\/strong>: \u0627\u0644\u0635\u064a\u063a\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u064b\u0627 \u0644\u0640 Min-Max Scaling \u0647\u064a:<\/p>\n<pre><div class=\"bg-black rounded-md mb-4\"><div class=\"flex items-center relative text-gray-200 bg-gray-800 px-4 py-2 text-xs font-sans justify-between rounded-t-md\"><span>com.scss<\/span><button class=\"flex ml-auto gap-2\"><svg stroke=\"currentColor\" fill=\"none\" stroke-width=\"2\" viewbox=\"0 0 24 24\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"h-4 w-4\" height=\"1em\" width=\"1em\" ><path d=\"M16 4h2a2 2 0 0 1 2 2v14a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h2\"><\/path><rect x=\"8\" y=\"2\" width=\"8\" height=\"4\" rx=\"1\" ry=\"1\"><\/rect><\/svg>\u0631\u0645\u0632 \u0627\u0644\u0646\u0633\u062e<\/button><\/div><div class=\"p-4 overflow-y-auto\"><code class=\"!whitespace-pre hljs language-scss\" data-no-translation=\"\">x_normalized = (x - min(x)) \/ (max(x) - <span class=\"hljs-built_in\">min<\/span>(x))\n<\/code><\/div><\/div><\/pre>\n<p>\u0623\u064a\u0646 <code data-no-translation=\"\">x<\/code> \u0647\u064a \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0623\u0635\u0644\u064a\u0629\u060c \u0648 <code data-no-translation=\"\">x_normalized<\/code> \u0647\u064a \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0635\u064a\u063a\u0629 \u062a\u0648\u062d\u064a\u062f \u0627\u0644\u0646\u062a\u064a\u062c\u0629 Z<\/strong>: \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u062a\u0648\u062d\u064a\u062f \u0627\u0644\u0646\u062a\u064a\u062c\u0629 Z\u060c \u0627\u0644\u0635\u064a\u063a\u0629 \u0647\u064a:<\/p>\n<pre><div class=\"bg-black rounded-md mb-4\"><div class=\"flex items-center relative text-gray-200 bg-gray-800 px-4 py-2 text-xs font-sans justify-between rounded-t-md\"><span>com.makefile<\/span><button class=\"flex ml-auto gap-2\"><svg stroke=\"currentColor\" fill=\"none\" stroke-width=\"2\" viewbox=\"0 0 24 24\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"h-4 w-4\" height=\"1em\" width=\"1em\" ><path d=\"M16 4h2a2 2 0 0 1 2 2v14a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h2\"><\/path><rect x=\"8\" y=\"2\" width=\"8\" height=\"4\" rx=\"1\" ry=\"1\"><\/rect><\/svg>\u0631\u0645\u0632 \u0627\u0644\u0646\u0633\u062e<\/button><\/div><div class=\"p-4 overflow-y-auto\"><code class=\"!whitespace-pre hljs language-makefile\" data-no-translation=\"\">z = (x - mean) \/ standard_deviation\n<\/code><\/div><\/div><\/pre>\n<p>\u0623\u064a\u0646 <code data-no-translation=\"\">mean<\/code> \u0647\u0648 \u0645\u062a\u0648\u0633\u0637 \u0642\u064a\u0645 \u0627\u0644\u0645\u064a\u0632\u0629\u060c <code data-no-translation=\"\">standard_deviation<\/code> \u0647\u0648 \u0627\u0644\u0627\u0646\u062d\u0631\u0627\u0641 \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a\u060c \u0648 <code data-no-translation=\"\">z<\/code> \u0647\u064a \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0645\u0648\u062d\u062f\u0629.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0644\u0647\u064a\u0643\u0644 \u0627\u0644\u062f\u0627\u062e\u0644\u064a \u0644\u0644\u062a\u0637\u0628\u064a\u0639 \u0641\u064a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0643\u064a\u0641 \u064a\u0639\u0645\u0644 \u0627\u0644\u062a\u0637\u0628\u064a\u0639 \u0641\u064a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/h2>\n<p>\u062a\u0639\u0645\u0644 \u0627\u0644\u062a\u0633\u0648\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0641\u0631\u062f\u064a\u0629 \u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u062a\u062d\u0648\u064a\u0644\u0627\u064b \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0645\u064a\u0632\u0629. \u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u062d\u0633\u0627\u0628 \u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0644\u0643\u0644 \u0645\u064a\u0632\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0648\u0627\u0644\u062d\u062f \u0627\u0644\u0623\u0642\u0635\u0649 \u0648\u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0648\u0627\u0644\u0627\u0646\u062d\u0631\u0627\u0641 \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a\u060c \u062b\u0645 \u062a\u0637\u0628\u064a\u0642 \u0635\u064a\u063a\u0629 \u0627\u0644\u0642\u064a\u0627\u0633 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u0639\u0644\u0649 \u0643\u0644 \u0646\u0642\u0637\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u062f\u0627\u062e\u0644 \u062a\u0644\u0643 \u0627\u0644\u0645\u064a\u0632\u0629.<\/p>\n<p>\u0627\u0644\u0647\u062f\u0641 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0644\u0644\u062a\u0637\u0628\u064a\u0639 \u0647\u0648 \u0645\u0646\u0639 \u0645\u064a\u0632\u0627\u062a \u0645\u0639\u064a\u0646\u0629 \u0645\u0646 \u0627\u0644\u0633\u064a\u0637\u0631\u0629 \u0639\u0644\u0649 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0628\u0633\u0628\u0628 \u062d\u062c\u0645\u0647\u0627 \u0627\u0644\u0623\u0643\u0628\u0631. \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0648\u0633\u064a\u0639 \u0646\u0637\u0627\u0642 \u0643\u0627\u0641\u0629 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0625\u0644\u0649 \u0646\u0637\u0627\u0642 \u0645\u0634\u062a\u0631\u0643\u060c \u062a\u0636\u0645\u0646 \u0627\u0644\u062a\u0633\u0648\u064a\u0629 \u0623\u0646 \u0643\u0644 \u0645\u064a\u0632\u0629 \u062a\u0633\u0627\u0647\u0645 \u0628\u0634\u0643\u0644 \u0645\u062a\u0646\u0627\u0633\u0628 \u0641\u064a \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0648\u062a\u0645\u0646\u0639 \u0639\u062f\u0645 \u0627\u0644\u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0627\u0644\u0631\u0642\u0645\u064a \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u062d\u0633\u064a\u0646.<\/p>\n<h2>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0645\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0639 \u0641\u064a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/h2>\n<p>\u064a\u0648\u0641\u0631 \u0627\u0644\u062a\u0637\u0628\u064a\u0639 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0641\u0648\u0627\u0626\u062f \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0641\u064a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u0642\u0627\u0631\u0628<\/strong>: \u064a\u0633\u0627\u0639\u062f \u0627\u0644\u062a\u0637\u0628\u064a\u0639 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u062a\u0642\u0627\u0631\u0628 \u0628\u0634\u0643\u0644 \u0623\u0633\u0631\u0639 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u062e\u0627\u0635\u0629 \u0641\u064a \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0645\u062b\u0644 \u0627\u0644\u0646\u0633\u0628 \u0627\u0644\u0645\u062a\u062f\u0631\u062c.<\/p>\n<\/li>\n<li>\n<p><strong>\u0623\u062f\u0627\u0621 \u0646\u0645\u0648\u0630\u062c\u064a \u0645\u062d\u0633\u0651\u0646<\/strong>: \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0624\u062f\u064a \u062a\u0637\u0628\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u062a\u0639\u0645\u064a\u0645\u0647\u060c \u0643\u0645\u0627 \u0623\u0646\u0647 \u064a\u0642\u0644\u0644 \u0645\u0646 \u062e\u0637\u0631 \u0627\u0644\u062a\u062c\u0627\u0648\u0632.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0645\u064a\u0632\u0627\u062a<\/strong>: \u064a\u0633\u0645\u062d \u0628\u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0648\u062d\u062f\u0627\u062a \u0648\u0627\u0644\u0646\u0637\u0627\u0642\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0628\u0627\u0634\u0631\u0629\u064b\u060c \u0645\u0645\u0627 \u064a\u0639\u0632\u0632 \u0627\u0644\u0648\u0632\u0646 \u0627\u0644\u0639\u0627\u062f\u0644 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u062d\u0644\u064a\u0644.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u0645\u062a\u0627\u0646\u0629 \u0644\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629<\/strong>: \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0628\u0639\u0636 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0629\u060c \u0645\u062b\u0644 \u0645\u0639\u064a\u0627\u0631 Z-score\u060c \u0623\u0643\u062b\u0631 \u0642\u0648\u0629 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629 \u0644\u0623\u0646\u0647\u0627 \u0623\u0642\u0644 \u062d\u0633\u0627\u0633\u064a\u0629 \u0644\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u062a\u0637\u0628\u064a\u0639 \u0641\u064a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/h2>\n<p>\u062a\u0648\u062c\u062f \u0639\u062f\u0629 \u0623\u0646\u0648\u0627\u0639 \u0645\u0646 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0637\u0628\u064a\u0639\u060c \u0648\u0644\u0643\u0644 \u0645\u0646\u0647\u0627 \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0645\u062d\u062f\u062f\u0629. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0623\u0643\u062b\u0631 \u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u062a\u0637\u0628\u064a\u0639 \u0634\u064a\u0648\u0639\u064b\u0627:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u062d\u062c\u064a\u0645 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0648\u0627\u0644\u062d\u062f \u0627\u0644\u0623\u0642\u0635\u0649 (\u0627\u0644\u062a\u0637\u0628\u064a\u0639)<\/strong>:<\/p>\n<ul>\n<li>\u064a\u0642\u064a\u0633 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0646\u0637\u0627\u0642 \u0645\u0639\u064a\u0646\u060c \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u0643\u0648\u0646 \u0628\u064a\u0646 0 \u06481.<\/li>\n<li>\u064a\u062d\u0627\u0641\u0638 \u0639\u0644\u0649 \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0627\u0644\u0646\u0633\u0628\u064a\u0629 \u0628\u064a\u0646 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u062a\u0648\u062d\u064a\u062f \u0627\u0644\u0646\u062a\u064a\u062c\u0629 Z<\/strong>:<\/p>\n<ul>\n<li>\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0645\u062a\u0648\u0633\u0637 \u0635\u0641\u0631\u064a \u0648\u062a\u0628\u0627\u064a\u0646 \u0627\u0644\u0648\u062d\u062f\u0629.<\/li>\n<li>\u064a\u0643\u0648\u0646 \u0645\u0641\u064a\u062f\u064b\u0627 \u0639\u0646\u062f\u0645\u0627 \u062a\u062d\u062a\u0648\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u062a\u0648\u0632\u064a\u0639 \u063a\u0627\u0648\u0633\u064a.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u062d\u062c\u064a\u0645 \u0627\u0644\u0639\u0634\u0631\u064a<\/strong>:<\/p>\n<ul>\n<li>\u064a\u0642\u0648\u0645 \u0628\u062a\u063a\u064a\u064a\u0631 \u0627\u0644\u0639\u0644\u0627\u0645\u0629 \u0627\u0644\u0639\u0634\u0631\u064a\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u062a\u0642\u0639 \u0636\u0645\u0646 \u0646\u0637\u0627\u0642 \u0645\u0639\u064a\u0646.<\/li>\n<li>\u064a\u062d\u0627\u0641\u0638 \u0639\u0644\u0649 \u0639\u062f\u062f \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0647\u0627\u0645\u0629.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062d\u062f \u0627\u0644\u0623\u0642\u0635\u0649 \u0644\u0644\u062a\u062d\u062c\u064a\u0645<\/strong>:<\/p>\n<ul>\n<li>\u064a\u0642\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0642\u0635\u0648\u0649\u060c \u0648\u064a\u062d\u062f\u062f \u0627\u0644\u0646\u0637\u0627\u0642 \u0628\u064a\u0646 0 \u06481.<\/li>\n<li>\u0645\u0646\u0627\u0633\u0628 \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u062f\u0646\u064a\u0627 \u0635\u0641\u0631\u064b\u0627.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0645\u0639\u0627\u064a\u064a\u0631 \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a<\/strong>:<\/p>\n<ul>\n<li>\u062a\u0637\u0628\u064a\u0639 \u0643\u0644 \u0646\u0642\u0637\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0648\u062d\u062f\u0629 (\u0627\u0644\u0637\u0648\u0644).<\/li>\n<li>\u064a\u0634\u064a\u0639 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0641\u064a \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0646\u0635 \u0648\u062a\u062c\u0645\u064a\u0639\u0647.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h2>\u0637\u0631\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0637\u0628\u064a\u0639 \u0641\u064a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \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<p>\u0627\u0644\u062a\u0637\u0628\u064a\u0639 \u0647\u0648 \u0623\u0633\u0644\u0648\u0628 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a \u064a\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a 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\u0627\u0644\u0635\u0648\u0631\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629<\/strong>: \u064a\u0645\u0643\u0646 \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062a\u0637\u0628\u064a\u0639 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0644\u062c\u0639\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0645\u0642\u0627\u0631\u0646\u0629.<\/p>\n<\/li>\n<\/ol>\n<p>\u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0647\u0646\u0627\u0643 \u062a\u062d\u062f\u064a\u0627\u062a \u0645\u062d\u062a\u0645\u0644\u0629 \u0639\u0646\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0637\u0628\u064a\u0639:<\/p>\n<ol>\n<li>\n<p><strong>\u062d\u0633\u0627\u0633\u0629 \u0644\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629<\/strong>: \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0643\u0648\u0646 Min-Max Scaling \u062d\u0633\u0627\u0633\u064b\u0627 \u0644\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629\u060c \u0644\u0623\u0646\u0647 \u064a\u0642\u0648\u0645 \u0628\u0642\u064a\u0627\u0633 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0646\u0637\u0627\u0642 \u0628\u064a\u0646 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0648\u0627\u0644\u062d\u062f \u0627\u0644\u0623\u0642\u0635\u0649 \u0644\u0644\u0642\u064a\u0645.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0633\u0631\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>: \u064a\u062c\u0628 \u0623\u0646 \u064a\u062a\u0645 \u0627\u0644\u062a\u0637\u0628\u064a\u0639 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 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\u0627\u0644\u0635\u0644\u0629:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u062a\u0642\u0646\u064a\u0629<\/th>\n<th>\u063a\u0627\u064a\u0629<\/th>\n<th>\u0645\u0644\u0643\u064a\u0627\u062a<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u062a\u0637\u0628\u064a\u0639<\/strong><\/td>\n<td>\u062a\u0648\u0633\u064a\u0639 \u0646\u0637\u0627\u0642 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0625\u0644\u0649 \u0646\u0637\u0627\u0642 \u0645\u0634\u062a\u0631\u0643<\/td>\n<td>\u064a\u062d\u062a\u0641\u0638 \u0628\u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0627\u0644\u0646\u0633\u0628\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0627\u0644\u062a\u0648\u062d\u064a\u062f \u0627\u0644\u0642\u064a\u0627\u0633\u064a<\/strong><\/td>\n<td>\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0645\u062a\u0648\u0633\u0637 \u0635\u0641\u0631 \u0648\u062a\u0628\u0627\u064a\u0646 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\u0645\u0639 \u062a\u0648\u0632\u064a\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0645\u0645\u0627 \u064a\u0639\u0632\u0632 \u0643\u0641\u0627\u0621\u0629 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629.<\/p>\n<p>\u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0630\u0644\u0643\u060c \u0642\u062f \u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0637\u0628\u0642\u0627\u062a \u0627\u0644\u062a\u0637\u0628\u064a\u0639 \u0643\u062c\u0632\u0621 \u0644\u0627 \u064a\u062a\u062c\u0632\u0623 \u0645\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u062e\u0637\u0648\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u0633\u0628\u0642\u0629 \u0648\u0627\u0636\u062d\u0629. \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0624\u062f\u064a \u0647\u0630\u0627 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0625\u0644\u0649 \u062a\u0628\u0633\u064a\u0637 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/p>\n<h2>\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\u062a\u0637\u0628\u064a\u0639 \u0641\u064a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/h2>\n<p>\u062a\u0639\u0645\u0644 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629\u060c \u0627\u0644\u062a\u064a \u064a\u0642\u062f\u0645\u0647\u0627 \u0645\u0642\u062f\u0645\u0648 \u062e\u062f\u0645\u0627\u062a \u0645\u062b\u0644 OneProxy\u060c \u0643\u0648\u0633\u064a\u0637 \u0628\u064a\u0646 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0648\u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0623\u062e\u0631\u0649\u060c \u0645\u0645\u0627 \u064a\u0639\u0632\u0632 \u0627\u0644\u0623\u0645\u0627\u0646 \u0648\u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0648\u0627\u0644\u0623\u062f\u0627\u0621. \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0623\u0646 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0646\u0641\u0633\u0647\u0627 \u0644\u0627 \u062a\u0631\u062a\u0628\u0637 \u0628\u0634\u0643\u0644 \u0645\u0628\u0627\u0634\u0631 \u0628\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062a\u0637\u0628\u064a\u0639\u060c \u0625\u0644\u0627 \u0623\u0646\u0647\u0627 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0624\u062b\u0631 \u0628\u0634\u0643\u0644 \u063a\u064a\u0631 \u0645\u0628\u0627\u0634\u0631 \u0639\u0644\u0649 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ol>\n<li>\n<p><strong>\u062c\u0645\u0639 \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\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062e\u062a\u0644\u0641\u0629\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 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0645\u0628\u0627\u0634\u0631 \u0625\u0644\u0649 \u0645\u0635\u062f\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0635\u0644\u064a. \u0648\u0647\u0630\u0627 \u0645\u0641\u064a\u062f \u0628\u0634\u0643\u0644 \u062e\u0627\u0635 \u0639\u0646\u062f \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0633\u0629 \u0623\u0648 \u0627\u0644\u0645\u0642\u064a\u062f\u0629 \u062c\u063a\u0631\u0627\u0641\u064a\u064b\u0627.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u062d\u0644\u064a\u0644 \u062d\u0631\u0643\u0629 \u0627\u0644\u0645\u0631\u0648\u0631<\/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 \u062a\u062d\u0644\u064a\u0644 \u062d\u0631\u0643\u0629 \u0645\u0631\u0648\u0631 \u0627\u0644\u0634\u0628\u0643\u0629\u060c \u0648\u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u062c\u0632\u0621\u064b\u0627 \u0645\u0646 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0648\u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629 \u0648\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0629 \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\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 \u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u0648\u064a\u0628 \u0628\u0643\u0641\u0627\u0621\u0629 \u0648\u0623\u062e\u0644\u0627\u0642\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0645\u0646\u0639 \u062d\u0638\u0631 IP \u0648\u064a\u0636\u0645\u0646 \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0639\u0627\u062f\u0644.<\/p>\n<\/li>\n<\/ol>\n<p>\u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0623\u0646 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0644\u0627 \u062a\u0642\u0648\u0645 \u0628\u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u062a\u0633\u0648\u064a\u0629 \u0628\u0634\u0643\u0644 \u0645\u0628\u0627\u0634\u0631\u060c \u0625\u0644\u0627 \u0623\u0646\u0647\u0627 \u064a\u0645\u0643\u0646\u0647\u0627 \u062a\u0633\u0647\u064a\u0644 \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0631\u0627\u062d\u0644 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0623\u062f\u0648\u0627\u062a \u0642\u064a\u0645\u0629 \u0641\u064a \u0645\u0633\u0627\u0631 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0639\u0627\u0645.<\/p>\n<h2>\u0631\u0648\u0627\u0628\u0637 \u0630\u0627\u062a \u0639\u0644\u0627\u0642\u0629<\/h2>\n<p>\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0648\u0644 \u0627\u0644\u062a\u0633\u0648\u064a\u0629 \u0641\u064a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a\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<ul>\n<li><a href=\"https:\/\/en.wikipedia.org\/wiki\/Normalization_(statistics)\" target=\"_new\" rel=\"noopener nofollow\">\u0627\u0644\u062a\u0637\u0628\u064a\u0639 (\u0625\u062d\u0635\u0627\u0626\u064a\u0627\u062a) \u2013 \u0648\u064a\u0643\u064a\u0628\u064a\u062f\u064a\u0627<\/a><\/li>\n<li><a href=\"https:\/\/towardsdatascience.com\/feature-scaling-why-it-matters-and-how-to-do-it-fc9b8601aa0d\" target=\"_new\" rel=\"noopener nofollow\">\u062a\u062d\u062c\u064a\u0645 \u0627\u0644\u0645\u064a\u0632\u0629: \u0644\u0645\u0627\u0630\u0627 \u064a\u0647\u0645 \u0648\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u0645 \u0628\u0630\u0644\u0643 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d<\/a><\/li>\n<li><a href=\"https:\/\/machinelearningmastery.com\/normalize-standardize-machine-learning-data-weka\/\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u0642\u062f\u0645\u0629 \u0644\u0637\u064a\u0641\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0639<\/a><\/li>\n<li><a href=\"https:\/\/oneproxy.pro\/ar\/blog\/proxy-servers-and-their-benefits\/\" target=\"_new\" rel=\"noopener\">\u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0648\u0641\u0648\u0627\u0626\u062f\u0647\u0627<\/a><\/li>\n<\/ul>\n<p>\u062a\u0630\u0643\u0631 \u0623\u0646 \u0641\u0647\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0637\u0628\u064a\u0639 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u0648\u062a\u0646\u0641\u064a\u0630\u0647\u0627 \u0623\u0645\u0631 \u0636\u0631\u0648\u0631\u064a \u0644\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0627\u0644\u062a\u064a \u0628\u062f\u0648\u0631\u0647\u0627 \u062a\u0636\u0639 \u0627\u0644\u0623\u0633\u0627\u0633 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0646\u0627\u062c\u062d\u0629.<\/p>","protected":false},"featured_media":469025,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-478223","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Normalization in Data Preprocessing<\/mark>","faq_items":[{"question":"What is normalization in data preprocessing?","answer":"<p>Normalization in data preprocessing is a vital step that transforms data into a standardized format to ensure all features are on a comparable scale. It eliminates inconsistencies and enhances the efficiency and accuracy of algorithms used in machine learning, data mining, and statistical analysis.<\/p>"},{"question":"How did normalization in data preprocessing originate?","answer":"<p>The concept of normalization dates back to early statistical practices. Its formalization can be traced to statisticians like Karl Pearson and Ronald Fisher in the late 19th and early 20th centuries. It gained popularity with the rise of artificial neural networks in the 1940s.<\/p>"},{"question":"How does normalization work?","answer":"<p>Normalization operates on individual features of the dataset, transforming each feature independently to a common scale. It involves calculating statistical properties like minimum, maximum, mean, and standard deviation and then applying the appropriate scaling formula to each data point within that feature.<\/p>"},{"question":"What are the key benefits of normalization?","answer":"<p>Normalization offers several benefits, including improved convergence in algorithms, enhanced model performance, comparability of features with different units, and robustness to outliers.<\/p>"},{"question":"What are the different types of normalization?","answer":"<p>There are various normalization techniques, including Min-Max Scaling, Z-score Standardization, Decimal Scaling, Max Scaling, and Vector Norms, each with its specific use cases and characteristics.<\/p>"},{"question":"How is normalization used in data preprocessing?","answer":"<p>Normalization is used in machine learning, clustering, image processing, time series analysis, and other data-related tasks. It ensures fair weighting of features, prevents data leakage, and makes different data sets comparable.<\/p>"},{"question":"What challenges can arise when using normalization?","answer":"<p>Normalization can be sensitive to outliers, may cause data leakage if not applied consistently, and may not work effectively if new data has significantly different statistical properties from the training data.<\/p>"},{"question":"How does normalization compare to other data preprocessing techniques?","answer":"<p>Normalization scales data to a common range, while standardization transforms data to have zero mean and unit variance. Feature scaling preserves proportions, and data transformation changes data distribution for analysis.<\/p>"},{"question":"What are the future perspectives of normalization in data preprocessing?","answer":"<p>Future developments may focus on adaptive normalization methods that automatically adjust to different data distributions. Integration of normalization layers in deep learning models could streamline training and enhance performance.<\/p>"},{"question":"How are proxy servers associated with normalization in data preprocessing?","answer":"<p>Proxy servers from providers like OneProxy can facilitate data collection and preprocessing stages, ensuring anonymity, preventing IP blocking, and aiding in efficient data scraping, indirectly impacting the overall data processing pipeline.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/478223","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\/478223\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media\/469025"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media?parent=478223"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}