{"id":56303,"date":"2025-01-21T15:51:40","date_gmt":"2025-01-21T15:51:40","guid":{"rendered":"https:\/\/masartech.com.sa\/?p=56303"},"modified":"2025-01-21T15:51:40","modified_gmt":"2025-01-21T15:51:40","slug":"%d8%af%d9%88%d8%b1-%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%a8%d8%a7%d9%8a%d8%ab%d9%88%d9%86-%d9%81%d9%8a-%d8%b2%d9%8a%d8%a7%d8%af%d8%a9-%d9%81%d8%b1","status":"publish","type":"post","link":"https:\/\/mostafaweb.info\/masartechwp\/%d8%af%d9%88%d8%b1-%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%a8%d8%a7%d9%8a%d8%ab%d9%88%d9%86-%d9%81%d9%8a-%d8%b2%d9%8a%d8%a7%d8%af%d8%a9-%d9%81%d8%b1\/","title":{"rendered":"\u062f\u0648\u0631 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0628\u0627\u064a\u062b\u0648\u0646 \u0641\u064a \u0632\u064a\u0627\u062f\u0629 \u0641\u0631\u0635 \u0627\u0644\u062a\u0648\u0638\u064a\u0641 \u0641\u064a \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u0633\u0639\u0648\u062f\u064a"},"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-59\" 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=\"03d30f1c-8be4-4aef-9ee4-6f0c10753083\" 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<h2><span style=\"color: #000000;\"><strong>\u062f\u0648\u0631 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0628\u0627\u064a\u062b\u0648\u0646 \u0641\u064a \u0632\u064a\u0627\u062f\u0629 \u0641\u0631\u0635 \u0627\u0644\u062a\u0648\u0638\u064a\u0641 \u0641\u064a \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u0633\u0639\u0648\u062f\u064a<\/strong><\/span><\/h2>\n<p><span style=\"color: #000000;\">\u0645\u0639 \u0627\u0644\u0646\u0645\u0648 \u0627\u0644\u0633\u0631\u064a\u0639 \u0641\u064a \u0627\u0639\u062a\u0645\u0627\u062f \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0645\u0645\u0644\u0643\u0629 \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629\u060c \u0623\u0635\u0628\u062d \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0647\u0627\u0631\u0629 \u0636\u0631\u0648\u0631\u064a\u0629 \u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644. \u0644\u063a\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 <strong>Python<\/strong>\u060c \u0628\u0641\u0636\u0644 \u0645\u0631\u0648\u0646\u062a\u0647\u0627 \u0648\u0623\u062f\u0648\u0627\u062a\u0647\u0627 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629\u060c \u062a\u064f\u0645\u0643\u0646 \u0627\u0644\u0623\u0641\u0631\u0627\u062f \u0645\u0646 \u062f\u062e\u0648\u0644 \u0639\u0627\u0644\u0645 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0643\u0641\u0627\u0621\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0625\u062d\u062f\u0649 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u0643\u062b\u0631 \u0637\u0644\u0628\u064b\u0627 \u0641\u064a \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u0633\u0639\u0648\u062f\u064a.<\/span><\/p>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>1. \u0623\u0647\u0645\u064a\u0629 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\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\u062a\u0648\u062c\u0647 \u0646\u062d\u0648 \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f \u0627\u0644\u0631\u0642\u0645\u064a<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\"><strong>\u0631\u0624\u064a\u0629 \u0627\u0644\u0645\u0645\u0644\u0643\u0629 2030<\/strong> \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u062a\u062d\u0648\u0644 \u0627\u0644\u0631\u0642\u0645\u064a \u0641\u064a \u0627\u0644\u0642\u0637\u0627\u0639\u0627\u062a \u0627\u0644\u062d\u0643\u0648\u0645\u064a\u0629 \u0648\u0627\u0644\u062e\u0627\u0635\u0629.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u064f\u0639\u062f \u0627\u0644\u0648\u0642\u0648\u062f \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0644\u0627\u0628\u062a\u0643\u0627\u0631 \u0627\u0644\u062d\u0644\u0648\u0644 \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629.<\/span><\/li>\n<\/ul>\n<h4><span style=\"color: #000000;\"><strong>\u0628) \u0627\u0631\u062a\u0641\u0627\u0639 \u0627\u0644\u0637\u0644\u0628 \u0639\u0644\u0649 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">\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 \u062a\u0639\u0646\u064a \u0637\u0644\u0628\u064b\u0627 \u0623\u0643\u0628\u0631 \u0639\u0644\u0649 \u0627\u0644\u0645\u062d\u0644\u0644\u064a\u0646 \u0627\u0644\u0645\u0647\u0631\u0629.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0645\u062b\u0644:<\/span>\n<ul>\n<li><span style=\"color: #000000;\"><strong>\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<li><span style=\"color: #000000;\"><strong>\u0627\u0644\u0635\u062d\u0629<\/strong>: \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0635\u062d\u064a\u0629.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u0627\u0644\u0637\u0627\u0642\u0629<\/strong>: \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0645\u0648\u0627\u0631\u062f.<\/span><\/li>\n<\/ul>\n<\/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) \u0645\u0643\u062a\u0628\u0627\u062a \u0645\u062a\u0642\u062f\u0645\u0629<\/strong><\/span><\/h4>\n<p><span style=\"color: #000000;\">Python \u062a\u0648\u0641\u0631 \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:<\/span><\/p>\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\u0645\u0639\u0627\u0644\u062c\u062a\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<\/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\u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629.<\/span><\/li>\n<\/ul>\n<h4><span style=\"color: #000000;\"><strong>\u0628) \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 \u062a\u062a\u0645\u064a\u0632 \u0628\u0648\u0627\u062c\u0647\u0629 \u0628\u0633\u064a\u0637\u0629 \u0648\u0645\u0643\u062a\u0628\u0627\u062a \u062c\u0627\u0647\u0632\u0629 \u062a\u0633\u0647\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062d\u062a\u0649 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u062a\u0648\u0641\u0631 \u062f\u0648\u0631\u0627\u062a \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0645\u062c\u0627\u0646\u064a\u0629 \u0648\u0645\u062f\u0641\u0648\u0639\u0629 \u0639\u0644\u0649 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0644\u062f\u0639\u0645 \u062a\u0639\u0644\u0645 Python.<\/span><\/li>\n<\/ul>\n<h4><span style=\"color: #000000;\"><strong>\u062c) \u0645\u062c\u062a\u0645\u0639 \u0646\u0634\u0637 \u0648\u062f\u0639\u0645 \u0648\u0627\u0633\u0639<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">\u0645\u062c\u062a\u0645\u0639 Python \u0627\u0644\u0646\u0634\u0637 \u064a\u0636\u0645\u0646 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0625\u062c\u0627\u0628\u0627\u062a \u0644\u0623\u064a \u0627\u0633\u062a\u0641\u0633\u0627\u0631 \u0623\u0648 \u0645\u0634\u0643\u0644\u0629 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u0639\u0644\u0645 \u0623\u0648 \u0627\u0644\u0639\u0645\u0644.<\/span><\/li>\n<\/ul>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>3. \u0643\u064a\u0641 \u062a\u064f\u0633\u0647\u0645 Python \u0641\u064a \u0632\u064a\u0627\u062f\u0629 \u0641\u0631\u0635 \u0627\u0644\u062a\u0648\u0638\u064a\u0641\u061f<\/strong><\/span><\/h3>\n<h4><span style=\"color: #000000;\"><strong>\u0623) \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u0641\u0646\u064a\u0629<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">Python \u062a\u0645\u0646\u062d \u0627\u0644\u0645\u062d\u062a\u0631\u0641\u064a\u0646 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0628\u0633\u0647\u0648\u0644\u0629 \u0648\u0633\u0631\u0639\u0629.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u0627\u0644\u0645\u062d\u062a\u0631\u0641\u0648\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u064f\u062a\u0642\u0646\u0648\u0646 Python \u064a\u0645\u0643\u0646\u0647\u0645 \u062a\u0642\u062f\u064a\u0645 \u062a\u0642\u0627\u0631\u064a\u0631 \u0648\u0631\u0624\u0649 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/li>\n<\/ul>\n<h4><span style=\"color: #000000;\"><strong>\u0628) \u0627\u0631\u062a\u0641\u0627\u0639 \u0627\u0644\u0637\u0644\u0628 \u0639\u0644\u0649 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">\u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0641\u064a \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629 \u062a\u0633\u0639\u0649 \u0625\u0644\u0649 \u062a\u0648\u0638\u064a\u0641 \u0645\u062d\u062a\u0631\u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0642\u0637\u0627\u0639\u0627\u062a \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/span>\n<ul>\n<li><span style=\"color: #000000;\"><strong>\u0627\u0644\u0628\u0646\u0648\u0643<\/strong>: \u0644\u062a\u062d\u0644\u064a\u0644 \u0645\u062e\u0627\u0637\u0631 \u0627\u0644\u0642\u0631\u0648\u0636.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u0627\u0644\u0637\u0627\u0642\u0629<\/strong>: \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u0627\u0644\u0642\u0637\u0627\u0639 \u0627\u0644\u062d\u0643\u0648\u0645\u064a<\/strong>: \u0644\u062f\u0639\u0645 \u0645\u0628\u0627\u062f\u0631\u0627\u062a \u0627\u0644\u062a\u062d\u0648\u0644 \u0627\u0644\u0631\u0642\u0645\u064a.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4><span style=\"color: #000000;\"><strong>\u062c) \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;\">\u0627\u0644\u0645\u062d\u062a\u0631\u0641\u0648\u0646 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0628\u0627\u064a\u062b\u0648\u0646 \u064a\u062d\u0635\u0644\u0648\u0646 \u0639\u0644\u0649 \u0631\u0648\u0627\u062a\u0628 \u0645\u063a\u0631\u064a\u0629:<\/span>\n<ul>\n<li><span style=\"color: #000000;\"><strong>\u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0628\u062a\u062f\u0626<\/strong>: 10,000 &#8211; 15,000 \u0631\u064a\u0627\u0644 \u0634\u0647\u0631\u064a\u064b\u0627.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0642\u062f\u0645<\/strong>: 20,000 &#8211; 30,000 \u0631\u064a\u0627\u0644 \u0634\u0647\u0631\u064a\u064b\u0627.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u0639\u0627\u0644\u0645 \u0628\u064a\u0627\u0646\u0627\u062a (Data Scientist)<\/strong>: 30,000 &#8211; 50,000 \u0631\u064a\u0627\u0644 \u0634\u0647\u0631\u064a\u064b\u0627.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4><span style=\"color: #000000;\"><strong>\u062f) \u062a\u062d\u0633\u064a\u0646 \u0641\u0631\u0635 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062d\u0631<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">Python \u062a\u064f\u062a\u064a\u062d \u0644\u0644\u0645\u062d\u062a\u0631\u0641\u064a\u0646 \u0627\u0644\u0639\u0645\u0644 \u0643\u0645\u0633\u062a\u0642\u0644\u064a\u0646 \u0641\u064a \u0645\u0634\u0627\u0631\u064a\u0639 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u062e\u0627\u0635\u0629 \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>4. \u0623\u0645\u062b\u0644\u0629 \u0639\u0645\u0644\u064a\u0629 \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Python \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) \u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>Pandas<\/strong> \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0627\u0644\u0623\u0643\u062b\u0631 \u0645\u0628\u064a\u0639\u064b\u0627 \u0648\u0641\u0647\u0645 \u0633\u0644\u0648\u0643 \u0627\u0644\u0639\u0645\u0644\u0627\u0621.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u062a\u062d\u0633\u064a\u0646 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u0633\u0639\u064a\u0631 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0627\u0631\u064a\u062e\u064a\u0629.<\/span><\/li>\n<\/ul>\n<h4><span style=\"color: #000000;\"><strong>\u0628) \u062a\u062d\u0633\u064a\u0646 \u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u0646\u0642\u0644 \u0648\u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a\u0627\u062a<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>Matplotlib<\/strong> \u0648<strong>Seaborn<\/strong> \u0644\u062a\u0635\u0648\u0631 \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0634\u062d\u0646.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062c\u062f\u0627\u0648\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u062f\u0627\u0621.<\/span><\/li>\n<\/ul>\n<h4><span style=\"color: #000000;\"><strong>\u062c) \u0642\u0637\u0627\u0639 \u0627\u0644\u0637\u0627\u0642\u0629<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">\u062a\u062d\u0644\u064a\u0644 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0637\u0627\u0642\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>NumPy<\/strong>.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u062a\u0648\u0642\u0639\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>Scikit-learn<\/strong> \u0644\u062a\u062d\u0633\u064a\u0646 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u0648\u0627\u0631\u062f.<\/span><\/li>\n<\/ul>\n<h4><span style=\"color: #000000;\"><strong>\u062f) \u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u064a\u0645<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">\u062a\u062d\u0644\u064a\u0644 \u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0637\u0644\u0627\u0628 \u0644\u062a\u062d\u062f\u064a\u062f \u0646\u0642\u0627\u0637 \u0627\u0644\u0636\u0639\u0641 \u0648\u0627\u0644\u0642\u0648\u0629 \u0641\u064a \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u0625\u0646\u0634\u0627\u0621 \u0644\u0648\u062d\u0627\u062a \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062a\u0641\u0627\u0639\u0644\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>Dash<\/strong>.<\/span><\/li>\n<\/ul>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>5. \u0643\u064a\u0641 \u062a\u0628\u062f\u0623 \u062a\u0639\u0644\u0645 Python \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) \u062a\u0639\u0644\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a<\/strong><\/span><\/h4>\n<ol>\n<li><span style=\"color: #000000;\">\u062a\u0639\u0644\u0645 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0645\u062b\u0644 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a\u060c \u0627\u0644\u062d\u0644\u0642\u0627\u062a\u060c \u0648\u0627\u0644\u062f\u0648\u0627\u0644.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u0627\u0633\u062a\u0639\u0646 \u0628\u0645\u0646\u0635\u0627\u062a \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0645\u062b\u0644:<\/span>\n<ul>\n<li><span style=\"color: #000000;\"><strong>Coursera<\/strong>.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>Udemy<\/strong>.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>Kaggle<\/strong>.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4><span style=\"color: #000000;\"><strong>\u0628) \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0645\u0643\u062a\u0628\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;\">\u062a\u0639\u0644\u0645 \u0645\u0643\u062a\u0628\u0627\u062a Python \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629:<\/span>\n<ul>\n<li><span style=\"color: #000000;\"><strong>Pandas<\/strong>: \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u062c\u062f\u0627\u0648\u0644.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>NumPy<\/strong>: \u0644\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>Matplotlib<\/strong> \u0648<strong>Seaborn<\/strong>: \u0644\u0644\u062a\u0635\u0648\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u064a.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4><span style=\"color: #000000;\"><strong>\u062c) \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0639\u0645\u0644\u064a\u0629<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\">\u0627\u0628\u062f\u0623 \u0628\u0645\u0634\u0627\u0631\u064a\u0639 \u0635\u063a\u064a\u0631\u0629 \u0645\u062b\u0644 \u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u062c\u0631\u0628 \u0627\u0644\u0639\u0645\u0644 \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 \u0645\u0646 <strong>Kaggle<\/strong>.<\/span><\/li>\n<\/ul>\n<h4><span style=\"color: #000000;\"><strong>\u062f) \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;\">\u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0634\u0647\u0627\u062f\u0629 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0628\u0627\u064a\u062b\u0648\u0646 \u0645\u0646 \u062c\u0647\u0627\u062a \u0645\u0639\u062a\u0645\u062f\u0629 \u064a\u0639\u0632\u0632 \u0633\u064a\u0631\u062a\u0643 \u0627\u0644\u0630\u0627\u062a\u064a\u0629.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u0623\u0645\u062b\u0644\u0629 \u0639\u0644\u0649 \u0627\u0644\u0634\u0647\u0627\u062f\u0627\u062a:<\/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 Professional Certificate<\/strong>.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>6. \u0646\u0635\u0627\u0626\u062d \u0644\u062a\u062d\u0633\u064a\u0646 \u0641\u0631\u0635\u0643 \u0627\u0644\u0648\u0638\u064a\u0641\u064a\u0629 \u0641\u064a \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u0633\u0639\u0648\u062f\u064a<\/strong><\/span><\/h3>\n<ol>\n<li><span style=\"color: #000000;\"><strong>\u0625\u0646\u0634\u0627\u0621 \u0645\u0644\u0641 GitHub<\/strong>:<\/span>\n<ul>\n<li><span style=\"color: #000000;\">\u0634\u0627\u0631\u0643 \u0645\u0634\u0627\u0631\u064a\u0639\u0643 \u0644\u0639\u0631\u0636 \u0645\u0647\u0627\u0631\u0627\u062a\u0643 \u0644\u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0639\u0645\u0644.<\/span><\/li>\n<\/ul>\n<\/li>\n<li><span style=\"color: #000000;\"><strong>\u0627\u0644\u0627\u0646\u0636\u0645\u0627\u0645 \u0625\u0644\u0649 \u0645\u062c\u062a\u0645\u0639\u0627\u062a \u0645\u062d\u0644\u064a\u0629<\/strong>:<\/span>\n<ul>\n<li><span style=\"color: #000000;\">\u0645\u062b\u0644 <strong>\u0645\u062c\u062a\u0645\u0639 Python \u0627\u0644\u0633\u0639\u0648\u062f\u064a<\/strong> \u0644\u0644\u062a\u0648\u0627\u0635\u0644 \u0645\u0639 \u0645\u062d\u062a\u0631\u0641\u064a\u0646 \u0648\u0645\u0647\u062a\u0645\u064a\u0646 \u0628\u0627\u0644\u0645\u062c\u0627\u0644.<\/span><\/li>\n<\/ul>\n<\/li>\n<li><span style=\"color: #000000;\"><strong>\u062a\u062d\u0633\u064a\u0646 \u0633\u064a\u0631\u062a\u0643 \u0627\u0644\u0630\u0627\u062a\u064a\u0629<\/strong>:<\/span>\n<ul>\n<li><span style=\"color: #000000;\">\u0623\u0636\u0641 \u0645\u0634\u0627\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0629 \u0648\u0634\u0647\u0627\u062f\u0627\u062a \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/li>\n<\/ul>\n<\/li>\n<li><span style=\"color: #000000;\"><strong>\u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0648\u0638\u064a\u0641\u064a\u0629<\/strong>:<\/span>\n<ul>\n<li><span style=\"color: #000000;\">\u0627\u0628\u062d\u062b \u0639\u0646 \u0648\u0638\u0627\u0626\u0641 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0628\u0631 \u0645\u0646\u0635\u0627\u062a \u0645\u062b\u0644 <strong>LinkedIn<\/strong> \u0648<strong>Bayt<\/strong>.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ol>\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\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Python \u064a\u064f\u0639\u062f \u0645\u0646 \u0623\u0643\u062b\u0631 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0637\u0644\u0628\u064b\u0627 \u0641\u064a \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u060c \u0628\u0641\u0636\u0644 \u0627\u0644\u062a\u062d\u0648\u0644 \u0627\u0644\u0631\u0642\u0645\u064a \u0648\u0627\u0644\u0646\u0645\u0648 \u0641\u064a \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f \u0627\u0644\u0645\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0639\u0644\u0645 Python \u0648\u0625\u062a\u0642\u0627\u0646 \u0623\u062f\u0648\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u064a\u0645\u0643\u0646\u0643 \u062a\u062d\u0633\u064a\u0646 \u0641\u0631\u0635\u0643 \u0627\u0644\u0648\u0638\u064a\u0641\u064a\u0629\u060c \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0631\u0648\u0627\u062a\u0628 \u062a\u0646\u0627\u0641\u0633\u064a\u0629\u060c \u0648\u0627\u0644\u0645\u0633\u0627\u0647\u0645\u0629 \u0641\u064a \u062a\u062d\u0642\u064a\u0642 \u0623\u0647\u062f\u0627\u0641 \u0631\u0624\u064a\u0629 \u0627\u0644\u0645\u0645\u0644\u0643\u0629 2030.<\/span><br \/>\n<span style=\"color: #000000;\"><strong>\u0627\u0628\u062f\u0623 \u0627\u0644\u064a\u0648\u0645 \u0631\u062d\u0644\u062a\u0643 \u0645\u0639 Python \u0648\u0627\u0633\u062a\u062b\u0645\u0631 \u0641\u064a \u0645\u0633\u062a\u0642\u0628\u0644\u0643 \u0627\u0644\u0645\u0647\u0646\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>\u062f\u0648\u0631 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0628\u0627\u064a\u062b\u0648\u0646 \u0641\u064a \u0632\u064a\u0627\u062f\u0629 \u0641\u0631\u0635 \u0627\u0644\u062a\u0648\u0638\u064a\u0641 \u0641\u064a \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u0633\u0639\u0648\u062f\u064a \u0645\u0639 \u0627\u0644\u0646\u0645\u0648 \u0627\u0644\u0633\u0631\u064a\u0639 \u0641\u064a \u0627\u0639\u062a\u0645\u0627\u062f \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0645\u0645\u0644\u0643\u0629 \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629\u060c \u0623\u0635\u0628\u062d \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0647\u0627\u0631\u0629 \u0636\u0631\u0648\u0631\u064a\u0629 \u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644. \u0644\u063a\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 Python\u060c \u0628\u0641\u0636\u0644 \u0645\u0631\u0648\u0646\u062a\u0647\u0627 \u0648\u0623\u062f\u0648\u0627\u062a\u0647\u0627 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629\u060c \u062a\u064f\u0645\u0643\u0646 \u0627\u0644\u0623\u0641\u0631\u0627\u062f \u0645\u0646 \u062f\u062e\u0648\u0644 \u0639\u0627\u0644\u0645 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0643\u0641\u0627\u0621\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0625\u062d\u062f\u0649 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u0643\u062b\u0631 \u0637\u0644\u0628\u064b\u0627 \u0641\u064a \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u0633\u0639\u0648\u062f\u064a. 1. [&#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-56303","post","type-post","status-publish","format-standard","hentry"],"_links":{"self":[{"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/posts\/56303","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=56303"}],"version-history":[{"count":1,"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/posts\/56303\/revisions"}],"predecessor-version":[{"id":56304,"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/posts\/56303\/revisions\/56304"}],"wp:attachment":[{"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/media?parent=56303"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/categories?post=56303"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/tags?post=56303"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}