{"id":56715,"date":"2025-02-03T15:43:27","date_gmt":"2025-02-03T15:43:27","guid":{"rendered":"https:\/\/masartech.com.sa\/?p=56715"},"modified":"2025-02-03T15:43:27","modified_gmt":"2025-02-03T15:43:27","slug":"%d9%85%d9%86-%d8%a7%d9%84%d8%b5%d9%81%d8%b1-%d8%a5%d9%84%d9%89-%d8%a7%d9%84%d8%a7%d8%ad%d8%aa%d8%b1%d8%a7%d9%81-%d8%a3%d8%af%d9%88%d8%a7%d8%aa-%d8%aa%d8%ad%d9%84%d9%8a%d9%84-%d8%a7%d9%84%d8%a8%d9%8a","status":"publish","type":"post","link":"https:\/\/mostafaweb.info\/masartechwp\/%d9%85%d9%86-%d8%a7%d9%84%d8%b5%d9%81%d8%b1-%d8%a5%d9%84%d9%89-%d8%a7%d9%84%d8%a7%d8%ad%d8%aa%d8%b1%d8%a7%d9%81-%d8%a3%d8%af%d9%88%d8%a7%d8%aa-%d8%aa%d8%ad%d9%84%d9%8a%d9%84-%d8%a7%d9%84%d8%a8%d9%8a\/","title":{"rendered":"\u0645\u0646 \u0627\u0644\u0635\u0641\u0631 \u0625\u0644\u0649 \u0627\u0644\u0627\u062d\u062a\u0631\u0627\u0641: \u0623\u062f\u0648\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0628\u0627\u064a\u062b\u0648\u0646 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c\u0647\u0627 \u0627\u0644\u0622\u0646"},"content":{"rendered":"<h1><span style=\"color: #000000;\"><strong>\u0645\u0646 \u0627\u0644\u0635\u0641\u0631 \u0625\u0644\u0649 \u0627\u0644\u0627\u062d\u062a\u0631\u0627\u0641: \u0623\u062f\u0648\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0628\u0627\u064a\u062b\u0648\u0646 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c\u0647\u0627 \u0627\u0644\u0622\u0646<\/strong><\/span><\/h1>\n<p><span style=\"color: #000000;\">\u0623\u0635\u0628\u062d\u062a <strong>\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong> \u062c\u0632\u0621\u064b\u0627 \u0623\u0633\u0627\u0633\u064a\u064b\u0627 \u0641\u064a \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a\u060c \u0628\u062f\u0621\u064b\u0627 \u0645\u0646 <strong>\u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u0648\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a\u060c \u0648\u0635\u0648\u0644\u064b\u0627 \u0625\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642<\/strong>. \u062a\u0639\u062a\u0628\u0631 <strong>\u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 (Python)<\/strong> \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0623\u0643\u062b\u0631 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u064b\u0627 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0628\u0641\u0636\u0644 <strong>\u0645\u0643\u062a\u0628\u0627\u062a\u0647\u0627 \u0627\u0644\u0642\u0648\u064a\u0629 \u0648\u0633\u0647\u0648\u0644\u0629 \u062a\u0639\u0644\u0645\u0647\u0627<\/strong>.<\/span><\/p>\n<p><span style=\"color: #000000;\">\u0625\u0630\u0627 \u0643\u0646\u062a \u0645\u0628\u062a\u062f\u0626\u064b\u0627 \u0623\u0648 \u062a\u0631\u063a\u0628 \u0641\u064a <strong>\u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0625\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u062d\u062a\u0631\u0627\u0641\u064a<\/strong> \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u0641\u0647\u0630\u0627 \u0627\u0644\u0645\u0642\u0627\u0644 \u0633\u064a\u0623\u062e\u0630\u0643 \u0641\u064a <strong>\u0631\u062d\u0644\u0629 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631 \u0625\u0644\u0649 \u0627\u0644\u0627\u062d\u062a\u0631\u0627\u0641<\/strong>\u060c \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 <strong>\u0623\u0647\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c\u0647\u0627 \u0627\u0644\u0622\u0646<\/strong>.<\/span><\/p>\n<hr \/>\n<h2><span style=\"color: #000000;\"><strong>1\ufe0f\u20e3 \u0644\u0645\u0627\u0630\u0627 \u0628\u0627\u064a\u062b\u0648\u0646 \u0647\u064a \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0645\u062b\u0644 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u061f<\/strong><\/span><\/h2>\n<p><span style=\"color: #000000;\">\u2705 <strong>\u0633\u0647\u0644\u0629 \u0627\u0644\u062a\u0639\u0644\u0645<\/strong>: \u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u062a\u062a\u0645\u064a\u0632 \u0628\u0628\u0633\u0627\u0637\u0629 \u0627\u0644\u0643\u0648\u062f \u0648\u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u0642\u0631\u0627\u0621\u0629.<\/span><br \/>\n<span style=\"color: #000000;\">\u2705 <strong>\u0645\u062c\u062a\u0645\u0639 \u062f\u0639\u0645 \u0642\u0648\u064a<\/strong>: \u0622\u0644\u0627\u0641 \u0627\u0644\u0645\u0628\u0631\u0645\u062c\u064a\u0646 \u064a\u0633\u062a\u062e\u062f\u0645\u0648\u0646\u0647\u0627 \u064a\u0648\u0645\u064a\u064b\u0627\u060c \u0645\u0645\u0627 \u064a\u0648\u0641\u0631 \u0645\u0648\u0627\u0631\u062f \u063a\u0646\u064a\u0629 \u0648\u0645\u0635\u0627\u062f\u0631 \u062a\u0639\u0644\u064a\u0645\u064a\u0629.<\/span><br \/>\n<span style=\"color: #000000;\">\u2705 <strong>\u0645\u0643\u062a\u0628\u0627\u062a \u0642\u0648\u064a\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>: \u062a\u0648\u0641\u0631 \u0623\u062f\u0648\u0627\u062a \u062c\u0627\u0647\u0632\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0633\u0631\u0639\u0629 \u0648\u0643\u0641\u0627\u0621\u0629.<\/span><br \/>\n<span style=\"color: #000000;\">\u2705 <strong>\u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a<\/strong>: \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0641\u064a <strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0648\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a\u0629<\/strong>.<\/span><\/p>\n<p><span style=\"color: #000000;\">\ud83d\udccc <strong>\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0645\u0647\u0645\u0629<\/strong>: <strong>\u0623\u0643\u062b\u0631 \u0645\u0646 70% \u0645\u0646 \u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u064a\u0633\u062a\u062e\u062f\u0645\u0648\u0646 \u0628\u0627\u064a\u062b\u0648\u0646 \u0643\u0623\u062f\u0627\u062a\u0647\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629<\/strong>\u060c \u0648\u0641\u0642\u064b\u0627 \u0644\u062a\u0642\u0627\u0631\u064a\u0631 Kaggle.<\/span><\/p>\n<hr \/>\n<h2><span style=\"color: #000000;\"><strong>2\ufe0f\u20e3 \u0623\u062f\u0648\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0628\u0628\u0627\u064a\u062b\u0648\u0646<\/strong><\/span><\/h2>\n<h3><span style=\"color: #000000;\"><strong>\ud83d\udd39 1. NumPy \u2013 \u0645\u0643\u062a\u0628\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u062f\u062f\u064a\u0629<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\ud83d\udccc <strong>\u0645\u0627 \u0647\u064a\u061f<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">\u2705 \u0645\u0643\u062a\u0628\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 <strong>\u0627\u0644\u0645\u0635\u0641\u0648\u0641\u0627\u062a \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u062f\u062f\u064a\u0629<\/strong> \u0628\u0633\u0631\u0639\u0629 \u0648\u0643\u0641\u0627\u0621\u0629.<\/span><br \/>\n<span style=\"color: #000000;\">\u2705 \u062a\u0648\u0641\u0631 \u0648\u0638\u0627\u0626\u0641 <strong>\u062c\u0628\u0631\u064a\u0629 \u0648\u0645\u0635\u0641\u0648\u0641\u064a\u0629<\/strong> \u0645\u062a\u0642\u062f\u0645\u0629\u060c \u0648\u062a\u0633\u062a\u062e\u062f\u0645 \u0643\u0623\u0633\u0627\u0633 \u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0623\u062e\u0631\u0649.<\/span><\/p>\n<p><span style=\"color: #000000;\">\ud83d\udccc <strong>\u0623\u0647\u0645 \u0627\u0644\u0648\u0638\u0627\u0626\u0641:<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">\u2705 <strong>\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0645\u0635\u0641\u0648\u0641\u0627\u062a Arrays<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">\u2705 <strong>\u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0628\u0633\u0647\u0648\u0644\u0629<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">\u2705 <strong>\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\ud83d\udccc <strong>\u0645\u062b\u0627\u0644 \u0639\u0645\u0644\u064a:<\/strong><\/span><\/p>\n<div class=\"contain-inline-size rounded-md border-[0.5px] border-token-border-medium relative bg-token-sidebar-surface-primary dark:bg-gray-950\">\n<div class=\"flex items-center text-token-text-secondary px-4 py-2 text-xs font-sans justify-between rounded-t-md h-9 bg-token-sidebar-surface-primary dark:bg-token-main-surface-secondary select-none\"><span style=\"color: #000000;\">python<\/span><\/div>\n<div class=\"sticky top-9 md:top-[5.75rem]\">\n<div class=\"absolute bottom-0 right-2 flex h-9 items-center\">\n<div class=\"flex items-center rounded bg-token-sidebar-surface-primary px-2 font-sans text-xs text-token-text-secondary dark:bg-token-main-surface-secondary\"><span style=\"color: #000000;\"><span class=\"\" data-state=\"closed\"><button class=\"flex gap-1 items-center select-none px-4 py-1\" aria-label=\"Copy\">Copy<\/button><\/span><span class=\"\" data-state=\"closed\"><button class=\"flex select-none items-center gap-1\">Edit<\/button><\/span><\/span><\/div>\n<\/div>\n<\/div>\n<div class=\"overflow-y-auto p-4\" dir=\"ltr\"><span style=\"color: #000000;\"><code class=\"!whitespace-pre language-python\"><span class=\"hljs-keyword\">import<\/span> numpy <span class=\"hljs-keyword\">as<\/span> np<\/p>\n<p><span class=\"hljs-comment\"># \u0625\u0646\u0634\u0627\u0621 \u0645\u0635\u0641\u0648\u0641\u0629 \u0628\u0633\u064a\u0637\u0629<\/span><br \/>\narr = np.array([<span class=\"hljs-number\">1<\/span>, <span class=\"hljs-number\">2<\/span>, <span class=\"hljs-number\">3<\/span>, <span class=\"hljs-number\">4<\/span>, <span class=\"hljs-number\">5<\/span>])<br \/>\n<span class=\"hljs-built_in\">print<\/span>(arr * <span class=\"hljs-number\">2<\/span>)  <span class=\"hljs-comment\"># \u0636\u0631\u0628 \u0643\u0644 \u0639\u0646\u0635\u0631 \u0641\u064a 2<\/span><br \/>\n<\/code><\/span><\/div>\n<\/div>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>\ud83d\udd39 2. Pandas \u2013 \u0645\u0643\u062a\u0628\u0629 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\ud83d\udccc <strong>\u0645\u0627 \u0647\u064a\u061f<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">\u2705 \u0623\u0647\u0645 \u0645\u0643\u062a\u0628\u0629 \u0641\u064a <strong>\u062a\u0646\u0638\u064a\u0641\u060c \u062a\u062d\u0648\u064a\u0644\u060c \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong> \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 DataFrames.<\/span><br \/>\n<span style=\"color: #000000;\">\u2705 \u062a\u0633\u0627\u0639\u062f \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 <strong>\u0627\u0644\u0645\u0644\u0641\u0627\u062a \u0627\u0644\u0646\u0635\u064a\u0629 (CSV\u060c Excel\u060c JSON) \u0648\u0627\u0644\u062c\u062f\u0627\u0648\u0644 \u0627\u0644\u0636\u062e\u0645\u0629<\/strong>.<\/span><\/p>\n<p><span style=\"color: #000000;\">\ud83d\udccc <strong>\u0623\u0647\u0645 \u0627\u0644\u0648\u0638\u0627\u0626\u0641:<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">\u2705 <strong>\u062a\u062d\u0645\u064a\u0644 \u0648\u0639\u0631\u0636 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">\u2705 <strong>\u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629 \u0648\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">\u2705 <strong>\u062a\u0635\u0641\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0633\u062a\u0643\u0634\u0627\u0641\u0647\u0627 \u0628\u0637\u0631\u0642 \u0633\u0647\u0644\u0629<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\ud83d\udccc <strong>\u0645\u062b\u0627\u0644 \u0639\u0645\u0644\u064a:<\/strong><\/span><\/p>\n<div class=\"contain-inline-size rounded-md border-[0.5px] border-token-border-medium relative bg-token-sidebar-surface-primary dark:bg-gray-950\">\n<div class=\"flex items-center text-token-text-secondary px-4 py-2 text-xs font-sans justify-between rounded-t-md h-9 bg-token-sidebar-surface-primary dark:bg-token-main-surface-secondary select-none\"><span style=\"color: #000000;\">python<\/span><\/div>\n<div class=\"sticky top-9 md:top-[5.75rem]\">\n<div class=\"absolute bottom-0 right-2 flex h-9 items-center\">\n<div class=\"flex items-center rounded bg-token-sidebar-surface-primary px-2 font-sans text-xs text-token-text-secondary dark:bg-token-main-surface-secondary\"><span style=\"color: #000000;\"><span class=\"\" data-state=\"closed\"><button class=\"flex gap-1 items-center select-none px-4 py-1\" aria-label=\"Copy\">Copy<\/button><\/span><span class=\"\" data-state=\"closed\"><button class=\"flex select-none items-center gap-1\">Edit<\/button><\/span><\/span><\/div>\n<\/div>\n<\/div>\n<div class=\"overflow-y-auto p-4\" dir=\"ltr\"><span style=\"color: #000000;\"><code class=\"!whitespace-pre language-python\"><span class=\"hljs-keyword\">import<\/span> pandas <span class=\"hljs-keyword\">as<\/span> pd<\/p>\n<p><span class=\"hljs-comment\"># \u0642\u0631\u0627\u0621\u0629 \u0645\u0644\u0641 \u0628\u064a\u0627\u0646\u0627\u062a CSV<\/span><br \/>\ndf = pd.read_csv(<span class=\"hljs-string\">\"data.csv\"<\/span>)<\/p>\n<p><span class=\"hljs-comment\"># \u0639\u0631\u0636 \u0623\u0648\u0644 5 \u0635\u0641\u0648\u0641<\/span><br \/>\n<span class=\"hljs-built_in\">print<\/span>(df.head())<\/p>\n<p><span class=\"hljs-comment\"># \u0625\u062d\u0635\u0627\u0626\u064a\u0627\u062a \u0623\u0633\u0627\u0633\u064a\u0629 \u0639\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/span><br \/>\n<span class=\"hljs-built_in\">print<\/span>(df.describe())<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>\ud83d\udd39 3. Matplotlib \u2013 \u0645\u0643\u062a\u0628\u0629 \u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u0627\u0644\u0623\u0633\u0627\u0633\u064a<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\ud83d\udccc <strong>\u0645\u0627 \u0647\u064a\u061f<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">\u2705 \u0645\u0643\u062a\u0628\u0629 \u0642\u0648\u064a\u0629 \u0644\u0625\u0646\u0634\u0627\u0621 <strong>\u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629 \u0648\u0627\u0644\u0645\u062e\u0637\u0637\u0627\u062a<\/strong>.<\/span><br \/>\n<span style=\"color: #000000;\">\u2705 \u062a\u0648\u0641\u0631 \u0637\u0631\u0642\u064b\u0627 \u0644\u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0648\u0625\u0636\u0627\u0641\u0629 \u0627\u0644\u0639\u0646\u0627\u0648\u064a\u0646 \u0648\u0627\u0644\u0645\u062d\u0627\u0648\u0631 \u0627\u0644\u062a\u0648\u0636\u064a\u062d\u064a\u0629.<\/span><\/p>\n<p><span style=\"color: #000000;\">\ud83d\udccc <strong>\u0623\u0647\u0645 \u0627\u0644\u0648\u0638\u0627\u0626\u0641:<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">\u2705 <strong>\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629 \u0645\u062b\u0644 \u0627\u0644\u062e\u0637\u0648\u0637\u060c \u0627\u0644\u0623\u0639\u0645\u062f\u0629\u060c \u0648\u0627\u0644\u0645\u0628\u0639\u062b\u0631\u0627\u062a<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">\u2705 <strong>\u0625\u0636\u0627\u0641\u0629 \u062a\u0633\u0645\u064a\u0627\u062a \u0648\u0645\u062d\u0627\u0648\u0631 \u0648\u0639\u0646\u0627\u0648\u064a\u0646 \u0625\u0644\u0649 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">\u2705 <strong>\u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0623\u0644\u0648\u0627\u0646 \u0648\u0627\u0644\u0623\u0646\u0645\u0627\u0637<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\ud83d\udccc <strong>\u0645\u062b\u0627\u0644 \u0639\u0645\u0644\u064a:<\/strong><\/span><\/p>\n<div class=\"contain-inline-size rounded-md border-[0.5px] border-token-border-medium relative bg-token-sidebar-surface-primary dark:bg-gray-950\">\n<div class=\"flex items-center text-token-text-secondary px-4 py-2 text-xs font-sans justify-between rounded-t-md h-9 bg-token-sidebar-surface-primary dark:bg-token-main-surface-secondary select-none\"><span style=\"color: #000000;\">python<\/span><\/div>\n<div class=\"sticky top-9 md:top-[5.75rem]\">\n<div class=\"absolute bottom-0 right-2 flex h-9 items-center\">\n<div class=\"flex items-center rounded bg-token-sidebar-surface-primary px-2 font-sans text-xs text-token-text-secondary dark:bg-token-main-surface-secondary\"><span style=\"color: #000000;\"><span class=\"\" data-state=\"closed\"><button class=\"flex gap-1 items-center select-none px-4 py-1\" aria-label=\"Copy\">Copy<\/button><\/span><span class=\"\" data-state=\"closed\"><button class=\"flex select-none items-center gap-1\">Edit<\/button><\/span><\/span><\/div>\n<\/div>\n<\/div>\n<div class=\"overflow-y-auto p-4\" dir=\"ltr\"><span style=\"color: #000000;\"><code class=\"!whitespace-pre language-python\"><span class=\"hljs-keyword\">import<\/span> matplotlib.pyplot <span class=\"hljs-keyword\">as<\/span> plt<\/p>\n<p><span class=\"hljs-comment\"># \u0625\u0646\u0634\u0627\u0621 \u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0647\u0645\u064a\u0629<\/span><br \/>\nx = [<span class=\"hljs-number\">1<\/span>, <span class=\"hljs-number\">2<\/span>, <span class=\"hljs-number\">3<\/span>, <span class=\"hljs-number\">4<\/span>, <span class=\"hljs-number\">5<\/span>]\ny = [<span class=\"hljs-number\">10<\/span>, <span class=\"hljs-number\">15<\/span>, <span class=\"hljs-number\">7<\/span>, <span class=\"hljs-number\">20<\/span>, <span class=\"hljs-number\">25<\/span>]\n<p><span class=\"hljs-comment\"># \u0631\u0633\u0645 \u0627\u0644\u0645\u062e\u0637\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u064a<\/span><br \/>\nplt.plot(x, y, marker=<span class=\"hljs-string\">'o'<\/span>)<br \/>\nplt.xlabel(<span class=\"hljs-string\">\"X Axis\"<\/span>)<br \/>\nplt.ylabel(<span class=\"hljs-string\">\"Y Axis\"<\/span>)<br \/>\nplt.title(<span class=\"hljs-string\">\"Simple Line Chart\"<\/span>)<br \/>\nplt.show()<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>\ud83d\udd39 4. Seaborn \u2013 \u0645\u0643\u062a\u0628\u0629 \u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\ud83d\udccc <strong>\u0645\u0627 \u0647\u064a\u061f<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">\u2705 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 <strong>Matplotlib<\/strong> \u0644\u0643\u0646\u0647\u0627 \u062a\u0642\u062f\u0645 <strong>\u062a\u0635\u0645\u064a\u0645\u0627\u062a \u0623\u0643\u062b\u0631 \u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629<\/strong> \u0648\u0631\u0633\u0648\u0645 \u0628\u064a\u0627\u0646\u064a\u0629 \u0645\u062a\u0642\u062f\u0645\u0629.<\/span><br \/>\n<span style=\"color: #000000;\">\u2705 \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u0625\u0646\u0634\u0627\u0621 <strong>\u0645\u062e\u0637\u0637\u0627\u062a \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631\u060c \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637\u060c \u0648\u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629 \u0627\u0644\u062a\u0648\u0632\u064a\u0639\u064a\u0629<\/strong>.<\/span><\/p>\n<p><span style=\"color: #000000;\">\ud83d\udccc <strong>\u0623\u0647\u0645 \u0627\u0644\u0648\u0638\u0627\u0626\u0641:<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">\u2705 <strong>\u0625\u0646\u0634\u0627\u0621 \u0645\u062e\u0637\u0637\u0627\u062a \u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0645\u062a\u0642\u062f\u0645\u0629 \u0628\u0633\u0647\u0648\u0644\u0629<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">\u2705 <strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0648\u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">\u2705 <strong>\u062a\u0643\u0627\u0645\u0644 \u0631\u0627\u0626\u0639 \u0645\u0639 Pandas<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\ud83d\udccc <strong>\u0645\u062b\u0627\u0644 \u0639\u0645\u0644\u064a:<\/strong><\/span><\/p>\n<div class=\"contain-inline-size rounded-md border-[0.5px] border-token-border-medium relative bg-token-sidebar-surface-primary dark:bg-gray-950\">\n<div class=\"flex items-center text-token-text-secondary px-4 py-2 text-xs font-sans justify-between rounded-t-md h-9 bg-token-sidebar-surface-primary dark:bg-token-main-surface-secondary select-none\"><span style=\"color: #000000;\">python<\/span><\/div>\n<div class=\"sticky top-9 md:top-[5.75rem]\">\n<div class=\"absolute bottom-0 right-2 flex h-9 items-center\">\n<div class=\"flex items-center rounded bg-token-sidebar-surface-primary px-2 font-sans text-xs text-token-text-secondary dark:bg-token-main-surface-secondary\"><span style=\"color: #000000;\"><span class=\"\" data-state=\"closed\"><button class=\"flex gap-1 items-center select-none px-4 py-1\" aria-label=\"Copy\">Copy<\/button><\/span><span class=\"\" data-state=\"closed\"><button class=\"flex select-none items-center gap-1\">Edit<\/button><\/span><\/span><\/div>\n<\/div>\n<\/div>\n<div class=\"overflow-y-auto p-4\" dir=\"ltr\"><span style=\"color: #000000;\"><code class=\"!whitespace-pre language-python\"><span class=\"hljs-keyword\">import<\/span> seaborn <span class=\"hljs-keyword\">as<\/span> sns<\/p>\n<p><span class=\"hljs-comment\"># \u062a\u062d\u0645\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u0627\u0647\u0632\u0629 \u0645\u0646 Seaborn<\/span><br \/>\ntips = sns.load_dataset(<span class=\"hljs-string\">\"tips\"<\/span>)<\/p>\n<p><span class=\"hljs-comment\"># \u0625\u0646\u0634\u0627\u0621 \u0645\u062e\u0637\u0637 \u062a\u0634\u062a\u062a Scatter Plot<\/span><br \/>\nsns.scatterplot(x=<span class=\"hljs-string\">\"total_bill\"<\/span>, y=<span class=\"hljs-string\">\"tip\"<\/span>, data=tips)<br \/>\nplt.show()<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>\ud83d\udd39 5. SciPy \u2013 \u0645\u0643\u062a\u0628\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0648\u0627\u0644\u0639\u0644\u0645\u064a\u0629<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\ud83d\udccc <strong>\u0645\u0627 \u0647\u064a\u061f<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">\u2705 \u0645\u0643\u062a\u0628\u0629 \u0645\u062a\u0642\u062f\u0645\u0629 \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 <strong>\u0623\u062f\u0648\u0627\u062a \u0631\u064a\u0627\u0636\u064a\u0629 \u0648\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0648\u062a\u062d\u0644\u064a\u0644\u064a\u0629<\/strong>.<\/span><br \/>\n<span style=\"color: #000000;\">\u2705 \u062a\u0633\u062a\u062e\u062f\u0645 \u0641\u064a <strong>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0644\u0645\u064a\u060c \u062d\u0644 \u0627\u0644\u0645\u0639\u0627\u062f\u0644\u0627\u062a \u0627\u0644\u062a\u0641\u0627\u0636\u0644\u064a\u0629\u060c \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0627\u062a<\/strong>.<\/span><\/p>\n<p><span style=\"color: #000000;\">\ud83d\udccc <strong>\u0623\u0647\u0645 \u0627\u0644\u0648\u0638\u0627\u0626\u0641:<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">\u2705 <strong>\u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0648\u0632\u064a\u0639<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">\u2705 <strong>\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0645\u0639\u0627\u062f\u0644\u0627\u062a \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\ud83d\udccc <strong>\u0645\u062b\u0627\u0644 \u0639\u0645\u0644\u064a:<\/strong><\/span><\/p>\n<div class=\"contain-inline-size rounded-md border-[0.5px] border-token-border-medium relative bg-token-sidebar-surface-primary dark:bg-gray-950\">\n<div class=\"flex items-center text-token-text-secondary px-4 py-2 text-xs font-sans justify-between rounded-t-md h-9 bg-token-sidebar-surface-primary dark:bg-token-main-surface-secondary select-none\"><span style=\"color: #000000;\">python<\/span><\/div>\n<div class=\"sticky top-9 md:top-[5.75rem]\">\n<div class=\"absolute bottom-0 right-2 flex h-9 items-center\">\n<div class=\"flex items-center rounded bg-token-sidebar-surface-primary px-2 font-sans text-xs text-token-text-secondary dark:bg-token-main-surface-secondary\"><span style=\"color: #000000;\"><span class=\"\" data-state=\"closed\"><button class=\"flex gap-1 items-center select-none px-4 py-1\" aria-label=\"Copy\">Copy<\/button><\/span><span class=\"\" data-state=\"closed\"><button class=\"flex select-none items-center gap-1\">Edit<\/button><\/span><\/span><\/div>\n<\/div>\n<\/div>\n<div class=\"overflow-y-auto p-4\" dir=\"ltr\"><span style=\"color: #000000;\"><code class=\"!whitespace-pre language-python\"><span class=\"hljs-keyword\">from<\/span> scipy <span class=\"hljs-keyword\">import<\/span> stats<\/p>\n<p><span class=\"hljs-comment\"># \u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631 T-Test \u0628\u064a\u0646 \u0645\u062c\u0645\u0648\u0639\u062a\u064a\u0646<\/span><br \/>\ngroup1 = [<span class=\"hljs-number\">5<\/span>, <span class=\"hljs-number\">7<\/span>, <span class=\"hljs-number\">9<\/span>, <span class=\"hljs-number\">10<\/span>, <span class=\"hljs-number\">6<\/span>]\ngroup2 = [<span class=\"hljs-number\">15<\/span>, <span class=\"hljs-number\">17<\/span>, <span class=\"hljs-number\">19<\/span>, <span class=\"hljs-number\">20<\/span>, <span class=\"hljs-number\">16<\/span>]\n<p>t_stat, p_value = stats.ttest_ind(group1, group2)<br \/>\n<span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">f\"T-Statistic: <span class=\"hljs-subst\">{t_stat}<\/span>, P-Value: <span class=\"hljs-subst\">{p_value}<\/span>\"<\/span>)<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<hr \/>\n<h2><span style=\"color: #000000;\"><strong>3\ufe0f\u20e3 \u0645\u0643\u062a\u0628\u0627\u062a \u0645\u062a\u0642\u062f\u0645\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0627\u062d\u062a\u0631\u0627\u0641\u064a<\/strong><\/span><\/h2>\n<h3><span style=\"color: #000000;\"><strong>\u2705 1. Scikit-Learn \u2013 \u0645\u0643\u062a\u0628\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\ud83d\udccc <strong>\u062a\u0633\u062a\u062e\u062f\u0645 \u0641\u064a:<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">\ud83c\udfaf \u0628\u0646\u0627\u0621 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><br \/>\n<span style=\"color: #000000;\">\ud83c\udfaf \u062a\u0637\u0628\u064a\u0642 <strong>\u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0630\u0643\u064a\u0629 \u0645\u062b\u0644 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0648\u0627\u0644\u062a\u0635\u0646\u064a\u0641<\/strong>.<\/span><br \/>\n<span style=\"color: #000000;\">\ud83c\udfaf \u062a\u062d\u0644\u064a\u0644 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/span><\/p>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>\u2705 2. Plotly \u2013 \u0645\u0643\u062a\u0628\u0629 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a\u0629<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\ud83d\udccc <strong>\u062a\u0633\u062a\u062e\u062f\u0645 \u0641\u064a:<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">\ud83c\udfaf \u0625\u0646\u0634\u0627\u0621 <strong>\u0644\u0648\u062d\u0627\u062a \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062a\u0641\u0627\u0639\u0644\u064a\u0629<\/strong> \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Python.<\/span><br \/>\n<span style=\"color: #000000;\">\ud83c\udfaf \u0639\u0631\u0636 \u0628\u064a\u0627\u0646\u0627\u062a \u0636\u062e\u0645\u0629 \u0628\u0637\u0631\u064a\u0642\u0629 \u0645\u0631\u0626\u064a\u0629 \u0648\u062c\u0630\u0627\u0628\u0629.<\/span><\/p>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>\u2705 3. TensorFlow \u0648PyTorch \u2013 \u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\ud83d\udccc <strong>\u062a\u0633\u062a\u062e\u062f\u0645 \u0641\u064a:<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">\ud83c\udfaf \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/strong>.<\/span><br \/>\n<span style=\"color: #000000;\">\ud83c\udfaf \u0628\u0646\u0627\u0621 <strong>\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 (Deep Learning)<\/strong>.<\/span><\/p>\n<hr \/>\n<h2><span style=\"color: #000000;\"><strong>\ud83d\udca1 \u0627\u0644\u062e\u0627\u062a\u0645\u0629: \u0643\u064a\u0641 \u062a\u0628\u062f\u0623 \u0631\u062d\u0644\u062a\u0643 \u0646\u062d\u0648 \u0627\u0644\u0627\u062d\u062a\u0631\u0627\u0641\u061f<\/strong><\/span><\/h2>\n<p><span style=\"color: #000000;\">\u2705 <strong>\u0627\u0628\u062f\u0623 \u0628\u062a\u0639\u0644\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a<\/strong> \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>NumPy \u0648Pandas<\/strong> \u0644\u0641\u0647\u0645 \u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><br \/>\n<span style=\"color: #000000;\">\u2705 <strong>\u0627\u0633\u062a\u0643\u0634\u0641 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629<\/strong> \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>Matplotlib \u0648Seaborn<\/strong> \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0623\u0646\u0645\u0627\u0637.<\/span><br \/>\n<span style=\"color: #000000;\">\u2705 <strong>\u0627\u062a\u062c\u0647 \u0625\u0644\u0649 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u062a\u0642\u062f\u0645<\/strong> \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>SciPy \u0648Scikit-Learn<\/strong> \u0644\u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0646\u0628\u0624 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629.<\/span><br \/>\n<span style=\"color: #000000;\">\u2705 <strong>\u0627\u0633\u062a\u0645\u0631 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645<\/strong> \u0645\u0646 \u062e\u0644\u0627\u0644 <strong>\u0645\u0634\u0627\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0629 \u0648\u062f\u0648\u0631\u0627\u062a \u062a\u062f\u0631\u064a\u0628\u064a\u0629 \u0639\u0628\u0631 Kaggle \u0648Coursera<\/strong>.<\/span><\/p>\n<p><span style=\"color: #000000;\">\ud83d\ude80 <strong>\u0627\u0644\u0622\u0646 \u0644\u062f\u064a\u0643 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0644\u0627\u0632\u0645\u0629\u060c \u062d\u0627\u0646 \u0648\u0642\u062a \u0627\u0644\u0627\u0646\u0637\u0644\u0627\u0642 \u0646\u062d\u0648 \u0627\u0644\u0627\u062d\u062a\u0631\u0627\u0641 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646!<\/strong><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0645\u0646 \u0627\u0644\u0635\u0641\u0631 \u0625\u0644\u0649 \u0627\u0644\u0627\u062d\u062a\u0631\u0627\u0641: \u0623\u062f\u0648\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0628\u0627\u064a\u062b\u0648\u0646 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c\u0647\u0627 \u0627\u0644\u0622\u0646 \u0623\u0635\u0628\u062d\u062a \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062c\u0632\u0621\u064b\u0627 \u0623\u0633\u0627\u0633\u064a\u064b\u0627 \u0641\u064a \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a\u060c \u0628\u062f\u0621\u064b\u0627 \u0645\u0646 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u0648\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a\u060c \u0648\u0635\u0648\u0644\u064b\u0627 \u0625\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642. \u062a\u0639\u062a\u0628\u0631 \u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 (Python) \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0623\u0643\u062b\u0631 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u064b\u0627 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0628\u0641\u0636\u0644 \u0645\u0643\u062a\u0628\u0627\u062a\u0647\u0627 \u0627\u0644\u0642\u0648\u064a\u0629 \u0648\u0633\u0647\u0648\u0644\u0629 \u062a\u0639\u0644\u0645\u0647\u0627. \u0625\u0630\u0627 \u0643\u0646\u062a \u0645\u0628\u062a\u062f\u0626\u064b\u0627 \u0623\u0648 \u062a\u0631\u063a\u0628 \u0641\u064a [&#8230;]\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[],"tags":[],"class_list":["post-56715","post","type-post","status-publish","format-standard","hentry"],"_links":{"self":[{"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/posts\/56715","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/comments?post=56715"}],"version-history":[{"count":1,"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/posts\/56715\/revisions"}],"predecessor-version":[{"id":56716,"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/posts\/56715\/revisions\/56716"}],"wp:attachment":[{"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/media?parent=56715"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/categories?post=56715"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/tags?post=56715"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}