{"id":56305,"date":"2025-01-21T15:54:23","date_gmt":"2025-01-21T15:54:23","guid":{"rendered":"https:\/\/masartech.com.sa\/?p=56305"},"modified":"2025-01-21T15:54:43","modified_gmt":"2025-01-21T15:54:43","slug":"10-%d8%ae%d8%b7%d9%88%d8%a7%d8%aa-%d9%84%d8%aa%d8%b9%d9%84%d9%85-%d8%aa%d8%ad%d9%84%d9%8a%d9%84-%d8%a7%d9%84%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d8%a8%d8%a7%d8%b3%d8%aa%d8%ae%d8%af%d8%a7%d9%85-%d8%a8","status":"publish","type":"post","link":"https:\/\/mostafaweb.info\/masartechwp\/10-%d8%ae%d8%b7%d9%88%d8%a7%d8%aa-%d9%84%d8%aa%d8%b9%d9%84%d9%85-%d8%aa%d8%ad%d9%84%d9%8a%d9%84-%d8%a7%d9%84%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d8%a8%d8%a7%d8%b3%d8%aa%d8%ae%d8%af%d8%a7%d9%85-%d8%a8\/","title":{"rendered":"10 \u062e\u0637\u0648\u0627\u062a \u0644\u062a\u0639\u0644\u0645 \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"},"content":{"rendered":"<div class=\"flex-1 overflow-hidden @container\/thread\">\n<div class=\"h-full\">\n<div class=\"react-scroll-to-bottom--css-eehbo-79elbk h-full\">\n<div class=\"react-scroll-to-bottom--css-eehbo-1n7m0yu\">\n<div class=\"flex flex-col text-sm md:pb-9\">\n<article class=\"w-full scroll-mb-[var(--thread-trailing-height,150px)] text-token-text-primary focus-visible:outline-2 focus-visible:outline-offset-[-4px]\" dir=\"auto\" data-testid=\"conversation-turn-61\" data-scroll-anchor=\"true\">\n<div class=\"m-auto text-base py-[18px] px-3 md:px-4 w-full md:px-5 lg:px-4 xl:px-5\">\n<div class=\"mx-auto flex flex-1 gap-4 text-base md:gap-5 lg:gap-6 md:max-w-3xl lg:max-w-[40rem] xl:max-w-[48rem]\">\n<div class=\"group\/conversation-turn relative flex w-full min-w-0 flex-col agent-turn\">\n<div class=\"flex-col gap-1 md:gap-3\">\n<div class=\"flex max-w-full flex-col flex-grow\">\n<div class=\"min-h-8 text-message flex w-full flex-col items-end gap-2 whitespace-normal break-words text-start [.text-message+&amp;]:mt-5\" dir=\"auto\" data-message-author-role=\"assistant\" data-message-id=\"21ea5fc3-b25a-4ca1-a119-da734c70647d\" data-message-model-slug=\"gpt-4o\">\n<div class=\"flex w-full flex-col gap-1 empty:hidden first:pt-[3px]\">\n<div class=\"markdown prose w-full break-words dark:prose-invert light\">\n<h3><span style=\"color: #000000;\"><strong>10 \u062e\u0637\u0648\u0627\u062a \u0644\u062a\u0639\u0644\u0645 \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><\/h3>\n<p><span style=\"color: #000000;\">\u062a\u0639\u0644\u0645 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>Python<\/strong> \u0647\u0648 \u0645\u0647\u0627\u0631\u0629 \u0642\u064a\u0651\u0645\u0629 \u0648\u0645\u0637\u0644\u0648\u0628\u0629 \u0628\u0634\u062f\u0629 \u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u064a\u0648\u0645\u060c \u062e\u0635\u0648\u0635\u064b\u0627 \u0641\u064a \u0638\u0644 \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a. Python \u062a\u064f\u0639\u062f \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0623\u0641\u0636\u0644 \u0627\u0644\u0644\u063a\u0627\u062a \u0644\u0633\u0647\u0648\u0644\u0629 \u062a\u0639\u0644\u0645\u0647\u0627 \u0648\u0642\u0648\u062a\u0647\u0627 \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0625\u0644\u064a\u0643 \u062f\u0644\u064a\u0644\u064b\u0627 \u0639\u0645\u0644\u064a\u064b\u0627 \u0645\u0646 10 \u062e\u0637\u0648\u0627\u062a \u0644\u062a\u0639\u0644\u0645 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Python.<\/span><\/p>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>1. \u0641\u0647\u0645 \u0623\u0633\u0627\u0633\u064a\u0627\u062a Python<\/strong><\/span><\/h3>\n<h4><span style=\"color: #000000;\"><strong>\u0644\u0645\u0627\u0630\u0627\u061f<\/strong><\/span><\/h4>\n<p><span style=\"color: #000000;\">\u0644\u0628\u0646\u0627\u0621 \u0623\u0633\u0627\u0633 \u0642\u0648\u064a \u0644\u0641\u0647\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/p>\n<h4><span style=\"color: #000000;\"><strong>\u0645\u0627 \u064a\u062c\u0628 \u062a\u0639\u0644\u0645\u0647:<\/strong><\/span><\/h4>\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 (\u0627\u0644\u0646\u0635\u0648\u0635\u060c \u0627\u0644\u0623\u0631\u0642\u0627\u0645\u060c \u0627\u0644\u0642\u0648\u0627\u0626\u0645\u060c \u0627\u0644\u0642\u0648\u0627\u0645\u064a\u0633).<\/span><\/li>\n<li><span style=\"color: #000000;\">\u0627\u0644\u062d\u0644\u0642\u0627\u062a (Loops) \u0648\u0627\u0644\u0634\u0631\u0648\u0637 (If Statements).<\/span><\/li>\n<li><span style=\"color: #000000;\">\u0627\u0644\u062f\u0648\u0627\u0644 (Functions) \u0648\u0627\u0644\u0627\u0633\u062a\u064a\u0631\u0627\u062f (Importing Modules).<\/span><\/li>\n<\/ul>\n<h4><span style=\"color: #000000;\"><strong>\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062a\u0639\u0644\u0645:<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">\u062f\u0648\u0631\u0627\u062a \u0645\u062c\u0627\u0646\u064a\u0629 \u0639\u0644\u0649 <strong>Codecademy<\/strong> \u0648<strong>W3Schools<\/strong>.<\/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<h3><span style=\"color: #000000;\"><strong>2. \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0645\u0643\u062a\u0628\u0627\u062a Python \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong><\/span><\/h3>\n<h4><span style=\"color: #000000;\"><strong>\u0623\u0647\u0645 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a:<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\"><strong>NumPy<\/strong>: \u0644\u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0639\u062f\u062f\u064a\u0629.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>Pandas<\/strong>: \u0644\u062a\u0646\u0638\u064a\u0645 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>Matplotlib<\/strong> \u0648<strong>Seaborn<\/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\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0642\u062f\u0645.<\/span><\/li>\n<\/ul>\n<h4><span style=\"color: #000000;\"><strong>\u0645\u0627\u0630\u0627 \u062a\u0641\u0639\u0644\u061f<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">\u062a\u062b\u0628\u064a\u062a \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645:<\/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;\">bash<\/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-bash\">pip install numpy pandas matplotlib seaborn scikit-learn<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<\/ul>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>3. \u062a\u062b\u0628\u064a\u062a \u0648\u0625\u0639\u062f\u0627\u062f \u0628\u064a\u0626\u0629 \u0627\u0644\u0639\u0645\u0644<\/strong><\/span><\/h3>\n<h4><span style=\"color: #000000;\"><strong>\u0623) \u0627\u062e\u062a\u064a\u0627\u0631 \u0628\u064a\u0626\u0629 \u062a\u0637\u0648\u064a\u0631 \u0645\u062a\u0643\u0627\u0645\u0644\u0629 (IDE):<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\"><strong>Jupyter Notebook<\/strong>: \u062a\u062a\u064a\u062d \u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0623\u0643\u0648\u0627\u062f \u0648\u062a\u0646\u0641\u064a\u0630\u0647\u0627 \u0628\u0634\u0643\u0644 \u062a\u0641\u0627\u0639\u0644\u064a.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>VS Code<\/strong>: \u0645\u0631\u0646\u0629 \u0648\u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a.<\/span><\/li>\n<\/ul>\n<h4><span style=\"color: #000000;\"><strong>\u0628) \u062a\u062b\u0628\u064a\u062a Jupyter Notebook:<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">\u0639\u0628\u0631 Anaconda:<\/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;\">bash<\/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-bash\">conda install jupyter<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<li><span style=\"color: #000000;\">\u0623\u0648 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 pip:<\/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;\">bash<\/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-bash\">pip install notebook<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<\/ul>\n<h4><span style=\"color: #000000;\"><strong>\u062c) \u0627\u0644\u0628\u062f\u0621:<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">\u0627\u0641\u062a\u062d Jupyter \u0628\u0643\u062a\u0627\u0628\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;\">bash<\/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-bash\">jupyter notebook<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<\/ul>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>4. \u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Pandas<\/strong><\/span><\/h3>\n<h4><span style=\"color: #000000;\"><strong>\u0645\u0627\u0630\u0627 \u062a\u0641\u0639\u0644\u061f<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\"><strong>\u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong> \u0645\u0646 \u0645\u0644\u0641\u0627\u062a CSV\u060c Excel\u060c \u0623\u0648 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/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\">import<\/span> pandas <span class=\"hljs-keyword\">as<\/span> pd<br \/>\ndata = pd.read_csv(<span class=\"hljs-string\">'file.csv'<\/span>)<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<li><span style=\"color: #000000;\"><strong>\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>:<\/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-built_in\">print<\/span>(data.head())  <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>(data.info())  <span class=\"hljs-comment\"># \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0639\u0646 \u0627\u0644\u0623\u0639\u0645\u062f\u0629 \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/span><br \/>\n<span class=\"hljs-built_in\">print<\/span>(data.describe())  <span class=\"hljs-comment\"># \u0625\u062d\u0635\u0627\u0626\u064a\u0627\u062a \u0648\u0635\u0641\u064a\u0629<\/span><br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\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>\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.dropna(inplace=<span class=\"hljs-literal\">True<\/span>)  <span class=\"hljs-comment\"># \u062d\u0630\u0641 \u0627\u0644\u0635\u0641\u0648\u0641 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0642\u064a\u0645 \u0645\u0641\u0642\u0648\u062f\u0629<\/span><br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<li><span style=\"color: #000000;\">\u062a\u0639\u062f\u064a\u0644 \u0623\u0633\u0645\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u062f\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\">data.rename(columns={<span class=\"hljs-string\">'old_name'<\/span>: <span class=\"hljs-string\">'new_name'<\/span>}, inplace=<span class=\"hljs-literal\">True<\/span>)<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>5. \u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0639\u062f\u062f\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 NumPy<\/strong><\/span><\/h3>\n<h4><span style=\"color: #000000;\"><strong>\u0645\u0627\u0630\u0627 \u062a\u0641\u0639\u0644\u061f<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">\u0625\u0646\u0634\u0627\u0621 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0635\u0641\u0648\u0641\u0627\u062a:<\/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\">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())  <span class=\"hljs-comment\"># \u062d\u0633\u0627\u0628 \u0627\u0644\u0645\u062a\u0648\u0633\u0637<\/span><br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<li><span style=\"color: #000000;\">\u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/li>\n<\/ul>\n<h4><span style=\"color: #000000;\"><strong>\u0623\u0645\u062b\u0644\u0629:<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">\u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0628\u064a\u0646 \u0627\u0644\u0645\u0635\u0641\u0648\u0641\u0627\u062a:<\/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\">arr1 = np.array([<span class=\"hljs-number\">1<\/span>, <span class=\"hljs-number\">2<\/span>, <span class=\"hljs-number\">3<\/span>])<br \/>\narr2 = np.array([<span class=\"hljs-number\">4<\/span>, <span class=\"hljs-number\">5<\/span>, <span class=\"hljs-number\">6<\/span>])<br \/>\n<span class=\"hljs-built_in\">print<\/span>(arr1 + arr2)<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<\/ul>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>6. \u062a\u0639\u0644\u0645 \u062a\u0635\u0648\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Matplotlib \u0648Seaborn<\/strong><\/span><\/h3>\n<h4><span style=\"color: #000000;\"><strong>\u0623\u0647\u0645\u064a\u0629 \u0627\u0644\u062a\u0635\u0648\u0631:<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">\u0641\u0647\u0645 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0648\u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0628\u0635\u0631\u064a.<\/span><\/li>\n<\/ul>\n<h4><span style=\"color: #000000;\"><strong>\u0645\u0627\u0630\u0627 \u062a\u0641\u0639\u0644\u061f<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u064a\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\">\n<p><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<\/code><\/span><\/p>\n<p>data[<span class=\"hljs-string\">&#8216;column&#8217;<\/span>].plot(kind=<span class=\"hljs-string\">&#8216;line&#8217;<\/span>)<br \/>\nplt.show()<\/p>\n<\/div>\n<\/div>\n<\/li>\n<li><span style=\"color: #000000;\">\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Seaborn \u0644\u0625\u0646\u0634\u0627\u0621 \u0631\u0633\u0648\u0645 \u0628\u064a\u0627\u0646\u064a\u0629 \u0645\u062a\u0642\u062f\u0645\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\">\n<p><span style=\"color: #000000;\"><code class=\"!whitespace-pre hljs language-python\"><span class=\"hljs-keyword\">import<\/span> seaborn <span class=\"hljs-keyword\">as<\/span> sns<\/code><\/span><\/p>\n<p>sns.histplot(data[<span class=\"hljs-string\">&#8216;column&#8217;<\/span>])<br \/>\nplt.show()<\/p>\n<\/div>\n<\/div>\n<\/li>\n<\/ul>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>7. \u0641\u0647\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627<\/strong><\/span><\/h3>\n<h4><span style=\"color: #000000;\"><strong>\u0623\u0645\u062b\u0644\u0629 \u062a\u062d\u0644\u064a\u0644:<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\"><strong>\u0625\u062d\u0635\u0627\u0626\u064a\u0627\u062a \u0648\u0635\u0641\u064a\u0629:<\/strong><\/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-built_in\">print<\/span>(data.describe())<br \/>\n<\/code><\/span><\/div>\n<\/div>\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<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\">'value'<\/span>].<span class=\"hljs-built_in\">sum<\/span>()<br \/>\n<span class=\"hljs-built_in\">print<\/span>(grouped)<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<li><span style=\"color: #000000;\"><strong>\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong><\/span>\n<ul>\n<li><span style=\"color: #000000;\">\u062a\u0642\u0637\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062d\u0633\u0628 \u0627\u0644\u0639\u0645\u0631 \u0623\u0648 \u0627\u0644\u0641\u0626\u0627\u062a:<\/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\">data[<span class=\"hljs-string\">'age_group'<\/span>] = pd.cut(data[<span class=\"hljs-string\">'age'<\/span>], bins=[<span class=\"hljs-number\">0<\/span>, <span class=\"hljs-number\">18<\/span>, <span class=\"hljs-number\">35<\/span>, <span class=\"hljs-number\">50<\/span>, <span class=\"hljs-number\">100<\/span>], labels=[<span class=\"hljs-string\">'Youth'<\/span>, <span class=\"hljs-string\">'Young Adults'<\/span>, <span class=\"hljs-string\">'Middle Age'<\/span>, <span class=\"hljs-string\">'Senior'<\/span>])<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>8. \u062a\u0637\u0628\u064a\u0642 \u0645\u0634\u0627\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0629<\/strong><\/span><\/h3>\n<h4><span style=\"color: #000000;\"><strong>\u0623\u0645\u062b\u0644\u0629:<\/strong><\/span><\/h4>\n<ol>\n<li><span style=\"color: #000000;\"><strong>\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;\">\u0642\u0631\u0627\u0621\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0628\u064a\u0639\u0627\u062a \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u064a\u0631\u0627\u062f\u0627\u062a \u0644\u0643\u0644 \u0645\u0646\u062a\u062c.<\/span><\/li>\n<\/ul>\n<\/li>\n<li><span style=\"color: #000000;\"><strong>\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\u062d\u062f\u064a\u062f \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0623\u0643\u062b\u0631 \u0625\u0646\u0641\u0627\u0642\u064b\u0627.<\/span><\/li>\n<\/ul>\n<\/li>\n<li><span style=\"color: #000000;\"><strong>\u0625\u0646\u0634\u0627\u0621 \u062a\u0642\u0631\u064a\u0631 \u0625\u062d\u0635\u0627\u0626\u064a:<\/strong><\/span>\n<ul>\n<li><span style=\"color: #000000;\">\u062f\u0645\u062c \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0645\u0639 \u0627\u0644\u062a\u0635\u0648\u0631\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\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 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629:<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">\u0645\u0648\u0627\u0642\u0639 \u0645\u062b\u0644 <strong>Kaggle<\/strong> \u0648<strong>Data.gov.sa<\/strong>.<\/span><\/li>\n<\/ul>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>9. \u062a\u0639\u0644\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0641\u064a \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Scikit-learn<\/strong><\/span><\/h3>\n<h4><span style=\"color: #000000;\"><strong>\u0645\u0627\u0630\u0627 \u062a\u0641\u0639\u0644\u061f<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">\u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u062a\u0646\u0628\u0624\u064a \u0628\u0633\u064a\u0637.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629:<\/span>\n<ol>\n<li><span style=\"color: #000000;\"><strong>\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0642\u0633\u064a\u0645\u0647\u0627:<\/strong><\/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.model_selection <span class=\"hljs-keyword\">import<\/span> train_test_split<br \/>\nX = data[[<span class=\"hljs-string\">'feature1'<\/span>, <span class=\"hljs-string\">'feature2'<\/span>]]\ny = data[<span class=\"hljs-string\">'target'<\/span>]\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=<span class=\"hljs-number\">0.2<\/span>)<br \/>\n<\/code><\/span><\/div>\n<\/div>\n<\/li>\n<li><span style=\"color: #000000;\"><strong>\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c:<\/strong><\/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<\/ol>\n<\/li>\n<\/ul>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>10. \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><\/h3>\n<h4><span style=\"color: #000000;\"><strong>\u0644\u0645\u0627\u0630\u0627\u061f<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">\u0644\u062a\u0628\u0627\u062f\u0644 \u0627\u0644\u062e\u0628\u0631\u0627\u062a \u0648\u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0627\u0644\u062f\u0639\u0645.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u0645\u062a\u0627\u0628\u0639\u0629 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0641\u064a \u0627\u0644\u0645\u062c\u0627\u0644.<\/span><\/li>\n<\/ul>\n<h4><span style=\"color: #000000;\"><strong>\u0645\u062c\u062a\u0645\u0639\u0627\u062a \u0645\u0642\u062a\u0631\u062d\u0629:<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\"><strong>Kaggle<\/strong>: \u0627\u0644\u0645\u0634\u0627\u0631\u0643\u0629 \u0641\u064a \u0627\u0644\u0645\u0633\u0627\u0628\u0642\u0627\u062a \u0648\u062d\u0644 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>Reddit &#8211; r\/learnpython<\/strong>.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u0645\u062c\u0645\u0648\u0639\u0627\u062a <strong>LinkedIn<\/strong> \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/li>\n<\/ul>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>\u0627\u0644\u062e\u0644\u0627\u0635\u0629<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u062a\u0639\u0644\u0645 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Python \u064a\u0628\u062f\u0623 \u0628\u0628\u0646\u0627\u0621 \u0623\u0633\u0627\u0633 \u0642\u0648\u064a \u0641\u064a \u0627\u0644\u0628\u0631\u0645\u062c\u0629\u060c \u062b\u0645 \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0625\u0644\u0649 \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0648\u0627\u0644\u0639\u0645\u0644 \u0639\u0644\u0649 \u0645\u0634\u0627\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0629. \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0647 \u0627\u0644\u062e\u0637\u0648\u0627\u062a\u060c \u064a\u0645\u0643\u0646\u0643 \u0623\u0646 \u062a\u0635\u0628\u062d \u0645\u062d\u062a\u0631\u0641\u064b\u0627 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0641\u062a\u062d \u0623\u0645\u0627\u0645\u0643 \u0641\u0631\u0635\u064b\u0627 \u0645\u0647\u0646\u064a\u0629 \u0648\u0627\u0633\u0639\u0629 \u0641\u064a \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u0633\u0639\u0648\u062f\u064a \u0648\u0627\u0644\u062f\u0648\u0644\u064a.<\/span><br \/>\n<span style=\"color: #000000;\"><strong>\u0627\u0628\u062f\u0623 \u0631\u062d\u0644\u062a\u0643 \u0627\u0644\u064a\u0648\u0645 \u0648\u0643\u0646 \u062c\u0632\u0621\u064b\u0627 \u0645\u0646 \u0639\u0627\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0646\u0627\u0645\u064a!<\/strong><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/article>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>10 \u062e\u0637\u0648\u0627\u062a \u0644\u062a\u0639\u0644\u0645 \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 \u062a\u0639\u0644\u0645 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Python \u0647\u0648 \u0645\u0647\u0627\u0631\u0629 \u0642\u064a\u0651\u0645\u0629 \u0648\u0645\u0637\u0644\u0648\u0628\u0629 \u0628\u0634\u062f\u0629 \u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u064a\u0648\u0645\u060c \u062e\u0635\u0648\u0635\u064b\u0627 \u0641\u064a \u0638\u0644 \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a. Python \u062a\u064f\u0639\u062f \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0623\u0641\u0636\u0644 \u0627\u0644\u0644\u063a\u0627\u062a \u0644\u0633\u0647\u0648\u0644\u0629 \u062a\u0639\u0644\u0645\u0647\u0627 \u0648\u0642\u0648\u062a\u0647\u0627 \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0625\u0644\u064a\u0643 \u062f\u0644\u064a\u0644\u064b\u0627 \u0639\u0645\u0644\u064a\u064b\u0627 \u0645\u0646 10 \u062e\u0637\u0648\u0627\u062a \u0644\u062a\u0639\u0644\u0645 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Python. [&#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-56305","post","type-post","status-publish","format-standard","hentry"],"_links":{"self":[{"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/posts\/56305","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=56305"}],"version-history":[{"count":2,"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/posts\/56305\/revisions"}],"predecessor-version":[{"id":56307,"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/posts\/56305\/revisions\/56307"}],"wp:attachment":[{"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/media?parent=56305"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/categories?post=56305"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/tags?post=56305"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}