{"id":56308,"date":"2025-01-21T15:58:10","date_gmt":"2025-01-21T15:58:10","guid":{"rendered":"https:\/\/masartech.com.sa\/?p=56308"},"modified":"2025-01-21T15:58:10","modified_gmt":"2025-01-21T15:58:10","slug":"%d9%83%d9%8a%d9%81-%d8%aa%d8%b5%d8%a8%d8%ad-%d9%85%d8%ad%d9%84%d9%84-%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d9%85%d8%ad%d8%aa%d8%b1%d9%81-%d8%a8%d8%a7%d8%b3%d8%aa%d8%ae%d8%af%d8%a7%d9%85-%d8%a8%d8%a7","status":"publish","type":"post","link":"https:\/\/mostafaweb.info\/masartechwp\/%d9%83%d9%8a%d9%81-%d8%aa%d8%b5%d8%a8%d8%ad-%d9%85%d8%ad%d9%84%d9%84-%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d9%85%d8%ad%d8%aa%d8%b1%d9%81-%d8%a8%d8%a7%d8%b3%d8%aa%d8%ae%d8%af%d8%a7%d9%85-%d8%a8%d8%a7\/","title":{"rendered":"\u0643\u064a\u0641 \u062a\u0635\u0628\u062d \u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062d\u062a\u0631\u0641 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0641\u064a \u0639\u0627\u0645 2025\u061f"},"content":{"rendered":"<h2><span style=\"color: #000000;\"><strong>\u0643\u064a\u0641 \u062a\u0635\u0628\u062d \u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062d\u062a\u0631\u0641 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0641\u064a \u0639\u0627\u0645 2025\u061f<\/strong><\/span><\/h2>\n<p><span style=\"color: #000000;\">\u0645\u0639 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629 \u0641\u064a \u0639\u0627\u0644\u0645 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0648\u0627\u0639\u062a\u0645\u0627\u062f \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a\u060c \u0623\u0635\u0628\u062d\u062a \u0645\u0647\u0627\u0631\u0629 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>Python<\/strong> \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0623\u0643\u062b\u0631 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644. \u0633\u0648\u0627\u0621 \u0643\u0646\u062a \u0645\u0628\u062a\u062f\u0626\u064b\u0627 \u0623\u0648 \u062a\u0633\u0639\u0649 \u0644\u062a\u062d\u0633\u064a\u0646 \u0645\u0647\u0627\u0631\u0627\u062a\u0643\u060c \u0641\u0625\u0646 \u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u064a\u0633\u0627\u0639\u062f\u0643 \u0639\u0644\u0649 \u062a\u062d\u0642\u064a\u0642 \u0647\u062f\u0641\u0643 \u0628\u0623\u0646 \u062a\u0635\u0628\u062d \u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062d\u062a\u0631\u0641\u064b\u0627.<\/span><\/p>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>1. \u0641\u0647\u0645 \u0623\u0633\u0627\u0633\u064a\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062f\u0648\u0631 \u0627\u0644\u0645\u062d\u0644\u0644<\/strong><\/span><\/h3>\n<h4><span style=\"color: #000000;\"><strong>\u0623) \u0645\u0646 \u0647\u0648 \u0645\u062d\u0644\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u061f<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">\u0634\u062e\u0635 \u0645\u0633\u0624\u0648\u0644 \u0639\u0646 \u062c\u0645\u0639\u060c \u062a\u0646\u0638\u064a\u0641\u060c \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0627\u0633\u062a\u062e\u0644\u0627\u0635 \u0631\u0624\u0649 \u062a\u064f\u0633\u0627\u0639\u062f \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0639\u0644\u0649 \u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629.<\/span><\/li>\n<\/ul>\n<h4><span style=\"color: #000000;\"><strong>\u0628) \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0645\u062d\u0644\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\"><strong>\u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>: \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629 \u0648\u0627\u0644\u0623\u062e\u0637\u0627\u0621.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641\u064a<\/strong>: \u0641\u0647\u0645 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0648\u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u062a\u0635\u0648\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>: \u0625\u0646\u0634\u0627\u0621 \u0631\u0633\u0648\u0645 \u0628\u064a\u0627\u0646\u064a\u0629 \u0648\u062a\u0642\u0627\u0631\u064a\u0631.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0644\u062a\u0646\u0628\u0624<\/strong>: \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629.<\/span><\/li>\n<\/ul>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>2. \u0644\u0645\u0627\u0630\u0627 Python \u0647\u064a \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u061f<\/strong><\/span><\/h3>\n<h4><span style=\"color: #000000;\"><strong>\u0623) \u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0648\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645:<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">Python \u0644\u063a\u0629 \u0628\u0631\u0645\u062c\u0629 \u0633\u0647\u0644\u0629 \u0627\u0644\u0642\u0631\u0627\u0621\u0629 \u0648\u0627\u0644\u0643\u062a\u0627\u0628\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0648\u0627\u0644\u0645\u062d\u062a\u0631\u0641\u064a\u0646.<\/span><\/li>\n<\/ul>\n<h4><span style=\"color: #000000;\"><strong>\u0628) \u0645\u0643\u062a\u0628\u0627\u062a \u0645\u062a\u062e\u0635\u0635\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\"><strong>Pandas<\/strong>: \u0644\u062a\u0646\u0638\u064a\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>NumPy<\/strong>: \u0644\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0639\u062f\u062f\u064a\u0629.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>Matplotlib \u0648Seaborn<\/strong>: \u0644\u062a\u0635\u0648\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>Scikit-learn<\/strong>: \u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0646\u0628\u0624\u064a.<\/span><\/li>\n<\/ul>\n<h4><span style=\"color: #000000;\"><strong>\u062c) \u0645\u062c\u062a\u0645\u0639 \u0648\u0627\u0633\u0639 \u0648\u062f\u0639\u0645 \u0642\u0648\u064a:<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">\u062a\u0648\u0641\u0631 \u062d\u0644\u0648\u0644 \u0633\u0631\u064a\u0639\u0629 \u0644\u0623\u064a \u0645\u0634\u0643\u0644\u0629 \u062a\u0648\u0627\u062c\u0647\u0647\u0627 \u0628\u0641\u0636\u0644 \u0627\u0644\u062f\u0639\u0645 \u0627\u0644\u0643\u0628\u064a\u0631 \u0645\u0646 \u0627\u0644\u0645\u062c\u062a\u0645\u0639 \u0627\u0644\u062a\u0642\u0646\u064a.<\/span><\/li>\n<\/ul>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>3. \u062e\u0637\u0648\u0627\u062a \u0644\u062a\u0635\u0628\u062d \u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062d\u062a\u0631\u0641 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Python<\/strong><\/span><\/h3>\n<h4><span style=\"color: #000000;\"><strong>\u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0623\u0648\u0644\u0649: \u062a\u0639\u0644\u0645 \u0623\u0633\u0627\u0633\u064a\u0627\u062a Python<\/strong><\/span><\/h4>\n<p><span style=\"color: #000000;\">\u0627\u0628\u062f\u0623 \u0628\u0641\u0647\u0645 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0645\u062b\u0644:<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0648\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u0627\u0644\u062d\u0644\u0642\u0627\u062a \u0648\u0627\u0644\u0634\u0631\u0648\u0637.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u0627\u0644\u062f\u0648\u0627\u0644.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0645\u0644\u0641\u0627\u062a.<\/span><\/li>\n<\/ul>\n<h4><span style=\"color: #000000;\"><strong>\u0645\u0648\u0627\u0631\u062f \u062a\u0639\u0644\u064a\u0645\u064a\u0629:<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\"><strong>Codecademy<\/strong> \u0648<strong>W3Schools<\/strong> \u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u0643\u062a\u0627\u0628 &#8220;Automate the Boring Stuff with Python&#8221;.<\/span><\/li>\n<\/ul>\n<hr \/>\n<h4><span style=\"color: #000000;\"><strong>\u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629: \u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong><\/span><\/h4>\n<ol>\n<li><span style=\"color: #000000;\"><strong>Pandas:<\/strong><\/span>\n<ul>\n<li><span style=\"color: #000000;\">\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u062c\u062f\u0627\u0648\u0644 \u0648\u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629.<\/span><\/li>\n<\/ul>\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 hljs language-python\"><span class=\"hljs-keyword\">import<\/span> pandas <span class=\"hljs-keyword\">as<\/span> pd<br \/>\ndata = pd.read_csv(<span class=\"hljs-string\">'data.csv'<\/span>)<br \/>\n<span class=\"hljs-built_in\">print<\/span>(data.head())<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<li><span style=\"color: #000000;\"><strong>NumPy:<\/strong><\/span>\n<ul>\n<li><span style=\"color: #000000;\">\u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u0635\u0641\u0648\u0641\u0627\u062a.<\/span><\/li>\n<\/ul>\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 hljs language-python\"><span class=\"hljs-keyword\">import<\/span> numpy <span class=\"hljs-keyword\">as<\/span> np<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>])<br \/>\n<span class=\"hljs-built_in\">print<\/span>(arr.mean())<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<li><span style=\"color: #000000;\"><strong>Matplotlib \u0648Seaborn:<\/strong><\/span>\n<ul>\n<li><span style=\"color: #000000;\">\u0644\u0625\u0646\u0634\u0627\u0621 \u0631\u0633\u0648\u0645 \u0628\u064a\u0627\u0646\u064a\u0629 \u0648\u062a\u0635\u0648\u0631 \u0627\u0644\u0623\u0646\u0645\u0627\u0637.<\/span><\/li>\n<\/ul>\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 hljs language-python\"><span class=\"hljs-keyword\">import<\/span> matplotlib.pyplot <span class=\"hljs-keyword\">as<\/span> plt<br \/>\n<span class=\"hljs-keyword\">import<\/span> seaborn <span class=\"hljs-keyword\">as<\/span> sns<br \/>\nsns.histplot(data[<span class=\"hljs-string\">'column_name'<\/span>])<br \/>\nplt.show()<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<li><span style=\"color: #000000;\"><strong>Scikit-learn:<\/strong><\/span>\n<ul>\n<li><span style=\"color: #000000;\">\u0644\u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<hr \/>\n<h4><span style=\"color: #000000;\"><strong>\u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u062b\u0627\u0644\u062b\u0629: \u0641\u0647\u0645 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong><\/span><\/h4>\n<ol>\n<li><span style=\"color: #000000;\"><strong>\u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong><\/span>\n<ul>\n<li><span style=\"color: #000000;\">\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629.<\/span><\/li>\n<\/ul>\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 hljs language-python\">data.fillna(<span class=\"hljs-number\">0<\/span>, inplace=<span class=\"hljs-literal\">True<\/span>)<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<li><span style=\"color: #000000;\"><strong>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a:<\/strong><\/span>\n<ul>\n<li><span style=\"color: #000000;\">\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Pandas \u0648NumPy \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a.<\/span><\/li>\n<\/ul>\n<\/li>\n<li><span style=\"color: #000000;\"><strong>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641\u064a:<\/strong><\/span>\n<ul>\n<li><span style=\"color: #000000;\">\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0648\u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0635\u0648\u0631\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629.<\/span><\/li>\n<\/ul>\n<\/li>\n<li><span style=\"color: #000000;\"><strong>\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong><\/span>\n<ul>\n<li><span style=\"color: #000000;\">\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0641\u0647\u0645 \u0627\u0644\u0633\u0644\u0648\u0643.<\/span><\/li>\n<\/ul>\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 hljs language-python\">grouped = data.groupby(<span class=\"hljs-string\">'category'<\/span>)[<span class=\"hljs-string\">'sales'<\/span>].<span class=\"hljs-built_in\">sum<\/span>()<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<\/ol>\n<hr \/>\n<h4><span style=\"color: #000000;\"><strong>\u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0631\u0627\u0628\u0639\u0629: \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062a\u0639\u0644\u0645 \u0641\u064a \u0645\u0634\u0627\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0629<\/strong><\/span><\/h4>\n<ol>\n<li><span style=\"color: #000000;\"><strong>\u0645\u0634\u0631\u0648\u0639 \u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a:<\/strong><\/span>\n<ul>\n<li><span style=\"color: #000000;\">\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u064a\u0631\u0627\u062f\u0627\u062a \u0627\u0644\u0634\u0647\u0631\u064a\u0629.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u0641\u0647\u0645 \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0627\u0644\u0623\u0643\u062b\u0631 \u0645\u0628\u064a\u0639\u064b\u0627.<\/span><\/li>\n<\/ul>\n<\/li>\n<li><span style=\"color: #000000;\"><strong>\u0645\u0634\u0631\u0648\u0639 \u062a\u062d\u0644\u064a\u0644 \u0633\u0644\u0648\u0643 \u0627\u0644\u0639\u0645\u0644\u0627\u0621:<\/strong><\/span>\n<ul>\n<li><span style=\"color: #000000;\">\u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0625\u0644\u0649 \u0641\u0626\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0639\u0645\u0631 \u0623\u0648 \u0627\u0644\u0625\u0646\u0641\u0627\u0642.<\/span><\/li>\n<\/ul>\n<\/li>\n<li><span style=\"color: #000000;\"><strong>\u0645\u0634\u0631\u0648\u0639 \u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0637\u0642\u0633:<\/strong><\/span>\n<ul>\n<li><span style=\"color: #000000;\">\u062a\u062d\u0644\u064a\u0644 \u062f\u0631\u062c\u0627\u062a \u0627\u0644\u062d\u0631\u0627\u0631\u0629 \u0648\u0627\u0644\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u0645\u0648\u0633\u0645\u064a\u0629.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4><span style=\"color: #000000;\"><strong>\u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\"><strong>Kaggle<\/strong>: \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>Data.gov.sa<\/strong>: \u0645\u0646\u0635\u0627\u062a \u062d\u0643\u0648\u0645\u064a\u0629 \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0627\u0645\u0629 \u0644\u0644\u0633\u0639\u0648\u062f\u064a\u0629.<\/span><\/li>\n<\/ul>\n<hr \/>\n<h4><span style=\"color: #000000;\"><strong>\u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u062e\u0627\u0645\u0633\u0629: \u062a\u0639\u0644\u0645 \u0623\u062f\u0648\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u0645\u062a\u0642\u062f\u0645\u0629<\/strong><\/span><\/h4>\n<ol>\n<li><span style=\"color: #000000;\"><strong>SQL:<\/strong><\/span>\n<ul>\n<li><span style=\"color: #000000;\">\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062e\u0632\u0646\u0629 \u0641\u064a \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/li>\n<\/ul>\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;\">sql<\/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 hljs language-sql\"><span class=\"hljs-keyword\">SELECT<\/span> <span class=\"hljs-operator\">*<\/span> <span class=\"hljs-keyword\">FROM<\/span> sales <span class=\"hljs-keyword\">WHERE<\/span> amount <span class=\"hljs-operator\">&gt;<\/span> <span class=\"hljs-number\">1000<\/span>;<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<li><span style=\"color: #000000;\"><strong>Power BI \u0623\u0648 Tableau:<\/strong><\/span>\n<ul>\n<li><span style=\"color: #000000;\">\u0644\u062a\u0635\u0645\u064a\u0645 \u0644\u0648\u062d\u0627\u062a \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062a\u0641\u0627\u0639\u0644\u064a\u0629.<\/span><\/li>\n<\/ul>\n<\/li>\n<li><span style=\"color: #000000;\"><strong>Dash \u0648Plotly:<\/strong><\/span>\n<ul>\n<li><span style=\"color: #000000;\">\u0644\u0625\u0646\u0634\u0627\u0621 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648\u064a\u0628 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Python.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<hr \/>\n<h4><span style=\"color: #000000;\"><strong>\u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0633\u0627\u062f\u0633\u0629: \u062a\u062d\u0633\u064a\u0646 \u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0646\u0628\u0624 \u0648\u0627\u0644\u0646\u0645\u0630\u062c\u0629<\/strong><\/span><\/h4>\n<ol>\n<li><span style=\"color: #000000;\">\u062a\u0639\u0644\u0645 \u0623\u0633\u0627\u0633\u064a\u0627\u062a \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>Scikit-learn<\/strong>:<\/span>\n<ul>\n<li><span style=\"color: #000000;\">\u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u062a\u0646\u0628\u0624\u064a\u0629 \u0628\u0633\u064a\u0637\u0629:<\/span>\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 hljs language-python\"><span class=\"hljs-keyword\">from<\/span> sklearn.linear_model <span class=\"hljs-keyword\">import<\/span> LinearRegression<br \/>\nmodel = LinearRegression()<br \/>\nmodel.fit(X_train, y_train)<br \/>\npredictions = model.predict(X_test)<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<\/ul>\n<\/li>\n<li><span style=\"color: #000000;\">\u062a\u0637\u0628\u064a\u0642 \u0645\u0641\u0627\u0647\u064a\u0645 \u0645\u062b\u0644:<\/span>\n<ul>\n<li><span style=\"color: #000000;\">\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u0627\u0644\u062a\u0635\u0646\u064a\u0641.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0646\u0642\u0648\u062f.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>4. \u0628\u0646\u0627\u0621 \u0634\u0628\u0643\u0629 \u0645\u0647\u0646\u064a\u0629 \u0642\u0648\u064a\u0629<\/strong><\/span><\/h3>\n<h4><span style=\"color: #000000;\"><strong>\u0623) \u0627\u0644\u0627\u0646\u0636\u0645\u0627\u0645 \u0625\u0644\u0649 \u0645\u062c\u062a\u0645\u0639\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\"><strong>Kaggle<\/strong>: \u0644\u0644\u0645\u0634\u0627\u0631\u0643\u0629 \u0641\u064a \u0627\u0644\u0645\u0633\u0627\u0628\u0642\u0627\u062a.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>LinkedIn<\/strong>: \u0644\u062a\u0648\u0633\u064a\u0639 \u0634\u0628\u0643\u0629 \u0639\u0644\u0627\u0642\u0627\u062a\u0643 \u0627\u0644\u0645\u0647\u0646\u064a\u0629.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629.<\/span><\/li>\n<\/ul>\n<h4><span style=\"color: #000000;\"><strong>\u0628) \u0625\u0646\u0634\u0627\u0621 \u0645\u0644\u0641 GitHub:<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">\u0634\u0627\u0631\u0643 \u0645\u0634\u0627\u0631\u064a\u0639\u0643 \u0648\u0623\u0643\u0648\u0627\u062f\u0643 \u0645\u0639 \u0627\u0644\u0645\u062c\u062a\u0645\u0639 \u0627\u0644\u062a\u0642\u0646\u064a.<\/span><\/li>\n<\/ul>\n<h4><span style=\"color: #000000;\"><strong>\u062c) \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0634\u0647\u0627\u062f\u0627\u062a \u0645\u0639\u062a\u0645\u062f\u0629:<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">\u0634\u0647\u0627\u062f\u0627\u062a \u0645\u062b\u0644:<\/span>\n<ul>\n<li><span style=\"color: #000000;\"><strong>Google Data Analytics Professional Certificate<\/strong>.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>IBM Data Science Certificate<\/strong>.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>5. \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0641\u064a \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u0633\u0639\u0648\u062f\u064a<\/strong><\/span><\/h3>\n<h4><span style=\"color: #000000;\"><strong>\u0623) \u0627\u0644\u0637\u0644\u0628 \u0639\u0644\u0649 \u0645\u062d\u0644\u0644\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629:<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\"><strong>\u0642\u0637\u0627\u0639\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629<\/strong>: \u0645\u062b\u0644 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u0642\u0637\u0627\u0639 \u0627\u0644\u0635\u062d\u0629<\/strong>: \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0635\u062d\u064a\u0629.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u0642\u0637\u0627\u0639 \u0627\u0644\u062a\u062c\u0627\u0631\u0629 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629<\/strong>: \u0644\u062a\u062d\u0644\u064a\u0644 \u0633\u0644\u0648\u0643 \u0627\u0644\u0639\u0645\u0644\u0627\u0621.<\/span><\/li>\n<\/ul>\n<h4><span style=\"color: #000000;\"><strong>\u0628) \u0627\u0644\u0631\u0648\u0627\u062a\u0628 \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a\u0629:<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">\u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0628\u062a\u062f\u0626: 10,000 \u2013 15,000 \u0631\u064a\u0627\u0644 \u0634\u0647\u0631\u064a\u064b\u0627.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u0639\u0627\u0644\u0645 \u0628\u064a\u0627\u0646\u0627\u062a (Data Scientist): 30,000 \u2013 50,000 \u0631\u064a\u0627\u0644 \u0634\u0647\u0631\u064a\u064b\u0627.<\/span><\/li>\n<\/ul>\n<h4><span style=\"color: #000000;\"><strong>\u062c) \u0641\u0631\u0635 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062d\u0631:<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">\u0627\u0644\u0639\u0645\u0644 \u0645\u0639 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0623\u0648 \u0639\u0628\u0631 \u0645\u0646\u0635\u0627\u062a \u0645\u062b\u0644 Upwork \u0648Freelancer.<\/span><\/li>\n<\/ul>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>6. \u0627\u0644\u062e\u0644\u0627\u0635\u0629<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u0628\u0641\u0636\u0644 \u0623\u062f\u0648\u0627\u062a Python \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0648\u0627\u0644\u062f\u0639\u0645 \u0627\u0644\u0643\u0628\u064a\u0631 \u0645\u0646 \u0627\u0644\u0645\u062c\u062a\u0645\u0639 \u0627\u0644\u062a\u0642\u0646\u064a\u060c \u064a\u0645\u0643\u0646\u0643 \u062a\u0639\u0644\u0645 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u0646\u062c\u0627\u062d \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644. \u0627\u0644\u0645\u0641\u062a\u0627\u062d \u0647\u0648 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u0648\u0627\u0644\u0639\u0645\u0644 \u0639\u0644\u0649 \u0645\u0634\u0627\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0629 \u0644\u062a\u0637\u0648\u064a\u0631 \u0645\u0647\u0627\u0631\u0627\u062a\u0643.<\/span><br \/>\n<span style=\"color: #000000;\"><strong>\u0627\u0628\u062f\u0623 \u0631\u062d\u0644\u062a\u0643 \u0627\u0644\u0622\u0646\u060c \u0648\u0627\u062c\u0639\u0644 \u0645\u0646 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0637\u0631\u064a\u0642\u0643 \u0646\u062d\u0648 \u0645\u0633\u062a\u0642\u0628\u0644 \u0645\u0647\u0646\u064a \u0645\u0634\u0631\u0642 \u0641\u064a \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u0633\u0639\u0648\u062f\u064a \u0648\u0627\u0644\u0639\u0627\u0644\u0645\u064a.<\/strong><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0643\u064a\u0641 \u062a\u0635\u0628\u062d \u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062d\u062a\u0631\u0641 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0641\u064a \u0639\u0627\u0645 2025\u061f \u0645\u0639 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629 \u0641\u064a \u0639\u0627\u0644\u0645 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0648\u0627\u0639\u062a\u0645\u0627\u062f \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a\u060c \u0623\u0635\u0628\u062d\u062a \u0645\u0647\u0627\u0631\u0629 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Python \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0623\u0643\u062b\u0631 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644. \u0633\u0648\u0627\u0621 \u0643\u0646\u062a \u0645\u0628\u062a\u062f\u0626\u064b\u0627 \u0623\u0648 \u062a\u0633\u0639\u0649 \u0644\u062a\u062d\u0633\u064a\u0646 \u0645\u0647\u0627\u0631\u0627\u062a\u0643\u060c \u0641\u0625\u0646 \u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u064a\u0633\u0627\u0639\u062f\u0643 \u0639\u0644\u0649 \u062a\u062d\u0642\u064a\u0642 \u0647\u062f\u0641\u0643 \u0628\u0623\u0646 \u062a\u0635\u0628\u062d \u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062d\u062a\u0631\u0641\u064b\u0627. [&#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-56308","post","type-post","status-publish","format-standard","hentry"],"_links":{"self":[{"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/posts\/56308","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=56308"}],"version-history":[{"count":1,"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/posts\/56308\/revisions"}],"predecessor-version":[{"id":56309,"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/posts\/56308\/revisions\/56309"}],"wp:attachment":[{"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/media?parent=56308"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/categories?post=56308"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/tags?post=56308"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}