{"id":55849,"date":"2025-01-14T00:11:17","date_gmt":"2025-01-14T00:11:17","guid":{"rendered":"https:\/\/masartech.com.sa\/?p=55849"},"modified":"2025-01-14T00:11:17","modified_gmt":"2025-01-14T00:11:17","slug":"%d9%83%d9%8a%d9%81-%d8%aa%d8%b5%d8%a8%d8%ad-%d8%ae%d8%a8%d9%8a%d8%b1%d9%8b%d8%a7-%d9%81%d9%8a-%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","status":"publish","type":"post","link":"https:\/\/mostafaweb.info\/masartechwp\/%d9%83%d9%8a%d9%81-%d8%aa%d8%b5%d8%a8%d8%ad-%d8%ae%d8%a8%d9%8a%d8%b1%d9%8b%d8%a7-%d9%81%d9%8a-%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\/","title":{"rendered":"\u0643\u064a\u0641 \u062a\u0635\u0628\u062d \u062e\u0628\u064a\u0631\u064b\u0627 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646\u061f"},"content":{"rendered":"<div class=\"flex-1 overflow-hidden @container\/thread\">\n<div class=\"h-full\">\n<div class=\"react-scroll-to-bottom--css-rsjpe-79elbk h-full\">\n<div class=\"react-scroll-to-bottom--css-rsjpe-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-29\" 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=\"46a612f7-ed14-470e-9f13-a35b3ad1519b\" 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>\u0643\u064a\u0641 \u062a\u0635\u0628\u062d \u062e\u0628\u064a\u0631\u064b\u0627 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646\u061f<\/strong><\/span><\/h2>\n<p><span style=\"color: #000000;\">\u0645\u0639 \u062a\u0632\u0627\u064a\u062f \u0623\u0647\u0645\u064a\u0629 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u0630\u0643\u064a\u0629 \u0628\u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a\u060c \u0623\u0635\u0628\u062d\u062a <a href=\"https:\/\/mostafaweb.info\/masartechwp\/courses\/data-analysis-with-python\/\"><strong>Python<\/strong> <\/a>\u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0648\u0644 \u0644\u0644\u062e\u0628\u0631\u0627\u0621 \u0648\u0627\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0639\u0644\u0649 \u062d\u062f \u0633\u0648\u0627\u0621. \u0628\u0641\u0636\u0644 \u0645\u0631\u0648\u0646\u062a\u0647\u0627\u060c \u0633\u0647\u0648\u0644\u0629 \u062a\u0639\u0644\u0645\u0647\u0627\u060c \u0648\u062a\u0648\u0641\u0631 \u0645\u0643\u062a\u0628\u0627\u062a \u0642\u0648\u064a\u0629\u060c \u062a\u062a\u064a\u062d Python \u0644\u0623\u064a \u0634\u062e\u0635 \u0623\u0646 \u064a\u0635\u0628\u062d \u062e\u0628\u064a\u0631\u064b\u0627 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u062a\u0637\u0644\u0639 \u0625\u0644\u0649 \u062f\u062e\u0648\u0644 \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644 \u0623\u0648 \u062a\u062d\u0633\u064a\u0646 \u0645\u0647\u0627\u0631\u0627\u062a\u0643\u060c \u0625\u0644\u064a\u0643 \u062f\u0644\u064a\u0644 \u0634\u0627\u0645\u0644 \u0644\u062a\u062d\u0642\u064a\u0642 \u0630\u0644\u0643.<\/span><\/p>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>\u0644\u0645\u0627\u0630\u0627 <a href=\"https:\/\/mostafaweb.info\/masartechwp\/courses\/data-analysis-with-python\/\">Python \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/a>\u061f<\/strong><\/span><\/h3>\n<ol>\n<li><span style=\"color: #000000;\"><strong>\u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645:<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">Python \u062a\u062a\u0645\u064a\u0632 \u0628\u0628\u0633\u0627\u0637\u062a\u0647\u0627 \u0648\u0633\u0647\u0648\u0644\u0629 \u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0643\u0648\u062f\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u0645\u062c\u062a\u0645\u0639 \u0643\u0628\u064a\u0631 \u0648\u062f\u0627\u0639\u0645:<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">\u062a\u0648\u0641\u0631 Python \u0645\u062c\u062a\u0645\u0639\u064b\u0627 \u0646\u0634\u0637\u064b\u0627 \u0645\u0646 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0648\u0627\u0644\u062e\u0628\u0631\u0627\u0621 \u0627\u0644\u0630\u064a\u0646 \u064a\u0634\u0627\u0631\u0643\u0648\u0646 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0648\u0627\u0644\u0646\u0635\u0627\u0626\u062d.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u0645\u0643\u062a\u0628\u0627\u062a \u0642\u0648\u064a\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong><\/span>\n<ul>\n<li><span style=\"color: #000000;\"><strong>Pandas:<\/strong> \u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0646\u0638\u064a\u0645\u0647\u0627.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>NumPy:<\/strong> \u0644\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0648\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u062f\u062f\u064a\u0629.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>Matplotlib \u0648Seaborn:<\/strong> \u0644\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629.<\/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<\/li>\n<li><span style=\"color: #000000;\"><strong>\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u0633\u0639 \u0627\u0644\u0646\u0637\u0627\u0642:<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">Python \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0642\u0637\u0627\u0639\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0645\u062b\u0644 \u0627\u0644\u062a\u0645\u0648\u064a\u0644\u060c \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u060c \u0627\u0644\u0635\u062d\u0629\u060c \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/span><\/li>\n<\/ol>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>\u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0644\u062a\u0635\u0628\u062d \u062e\u0628\u064a\u0631\u064b\u0627 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Python<\/strong><\/span><\/h3>\n<h4><span style=\"color: #000000;\"><strong>1. \u062a\u0639\u0644\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\"><strong>\u0645\u0628\u0627\u062f\u0626 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0641\u064a Python:<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">\u062a\u0639\u0644\u0645 \u0623\u0633\u0627\u0633\u064a\u0627\u062a Python \u0645\u062b\u0644 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a\u060c \u0627\u0644\u062d\u0644\u0642\u0627\u062a\u060c \u0627\u0644\u0634\u0631\u0648\u0637\u060c \u0648\u0627\u0644\u062f\u0648\u0627\u0644.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u0637\u0648\u064a\u0631:<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">\u0627\u0633\u062a\u062e\u062f\u0645 \u0623\u062f\u0648\u0627\u062a \u0645\u062b\u0644 <strong>Jupyter Notebook<\/strong> \u0623\u0648 <strong>Google Colab<\/strong> \u0644\u062a\u0637\u0628\u064a\u0642 \u0645\u0627 \u062a\u062a\u0639\u0644\u0645\u0647 \u0628\u0633\u0647\u0648\u0644\u0629.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0645\u0648\u0635\u0649 \u0628\u0647\u0627:<\/strong><\/span>\n<ul>\n<li><span style=\"color: #000000;\">\u062f\u0648\u0631\u0627\u062a \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0639\u0644\u0649 \u0645\u0646\u0635\u0627\u062a \u0645\u062b\u0644 Coursera \u0648Udemy.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u0648\u062b\u0627\u0626\u0642 Python \u0627\u0644\u0631\u0633\u0645\u064a\u0629.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr \/>\n<h4><span style=\"color: #000000;\"><strong>2. \u0625\u062a\u0642\u0627\u0646 \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;\"><strong>Pandas:<\/strong><\/span>\n<ul>\n<li><span style=\"color: #000000;\">\u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u0625\u0646\u0634\u0627\u0621 \u0648\u0625\u062f\u0627\u0631\u0629 <strong>DataFrames<\/strong>.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u0625\u062c\u0631\u0627\u0621 \u0639\u0645\u0644\u064a\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0641\u0631\u0632\u060c \u0627\u0644\u062a\u062c\u0645\u064a\u0639\u060c \u0648\u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062f\u0648\u0627\u0644 \u0645\u062a\u0642\u062f\u0645\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062b\u0644 <code>groupby<\/code> \u0648<code>merge<\/code>.<\/span><\/li>\n<\/ul>\n<\/li>\n<li><span style=\"color: #000000;\"><strong>NumPy:<\/strong><\/span>\n<ul>\n<li><span style=\"color: #000000;\">\u0627\u0644\u0639\u0645\u0644 \u0645\u0639 \u0627\u0644\u0645\u0635\u0641\u0648\u0641\u0627\u062a \u0627\u0644\u0639\u062f\u062f\u064a\u0629.<\/span><\/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 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0628\u0633\u0647\u0648\u0644\u0629.<\/span><\/li>\n<\/ul>\n<\/li>\n<li><span style=\"color: #000000;\"><strong>Matplotlib \u0648Seaborn:<\/strong><\/span>\n<ul>\n<li><span style=\"color: #000000;\">\u0625\u0646\u0634\u0627\u0621 \u0631\u0633\u0648\u0645 \u0628\u064a\u0627\u0646\u064a\u0629 \u0628\u0633\u064a\u0637\u0629 \u0648\u0645\u0639\u0642\u062f\u0629.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0635\u0631\u064a\u064b\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u062e\u0637\u0637\u0627\u062a \u0645\u062b\u0644 <strong>\u0627\u0644\u0647\u064a\u0633\u062a\u0648\u063a\u0631\u0627\u0645\u060c \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u062e\u0637\u064a\u0629\u060c \u0648\u0627\u0644\u062e\u0631\u0627\u0626\u0637 \u0627\u0644\u062d\u0631\u0627\u0631\u064a\u0629<\/strong>.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr \/>\n<h4><span style=\"color: #000000;\"><strong>3. \u0641\u0647\u0645 \u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0627\u0644\u0625\u062d\u0635\u0627\u0621 \u0648\u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a<\/strong><\/span><\/h4>\n<p><span style=\"color: #000000;\">\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u064a\u0639\u062a\u0645\u062f \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0627\u0644\u0625\u062d\u0635\u0627\u0621\u060c \u0644\u0630\u0627 \u0645\u0646 \u0627\u0644\u0645\u0647\u0645 \u0641\u0647\u0645:<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\"><strong>\u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0648\u0635\u0641\u064a\u0629:<\/strong> \u0645\u062b\u0644 \u0627\u0644\u0648\u0633\u0637 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u060c \u0627\u0644\u0648\u0633\u064a\u0637\u060c \u0648\u0627\u0644\u0627\u0646\u062d\u0631\u0627\u0641 \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a.<\/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> \u0644\u0641\u0647\u0645 \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a:<\/strong> \u0644\u062a\u0641\u0633\u064a\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a \u0648\u0627\u0644\u062a\u0646\u0628\u0624:<\/strong> \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0648\u0627\u0644\u062a\u0648\u0642\u0639\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629.<\/span><\/li>\n<\/ul>\n<hr \/>\n<h4><span style=\"color: #000000;\"><strong>4. \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Scikit-learn<\/strong><\/span><\/h4>\n<p><span style=\"color: #000000;\">\u0628\u0639\u062f \u0625\u062a\u0642\u0627\u0646 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0625\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a:<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\"><strong>\u062a\u062d\u0636\u064a\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong> \u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u062c\u0647\u064a\u0632\u0647\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Pandas \u0648NumPy.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c:<\/strong> \u062a\u0639\u0644\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u062b\u0644 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a\u060c \u0634\u062c\u0631\u0629 \u0627\u0644\u0642\u0631\u0627\u0631\u060c \u0648\u063a\u064a\u0631\u0647\u0627.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c:<\/strong> \u0642\u064a\u0627\u0633 \u0627\u0644\u0623\u062f\u0627\u0621 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0642\u0627\u064a\u064a\u0633 \u0645\u062b\u0644 <strong>\u0627\u0644\u062f\u0642\u0629\u060c \u0627\u0644\u062a\u0630\u0643\u0631\u060c \u0648\u0627\u0644\u0645\u0635\u0641\u0648\u0641\u0629 \u0627\u0644\u062a\u0644\u062e\u064a\u0635\u064a\u0629 (Confusion Matrix)<\/strong>.<\/span><\/li>\n<\/ul>\n<hr \/>\n<h4><span style=\"color: #000000;\"><strong>5. \u0627\u0644\u0639\u0645\u0644 \u0639\u0644\u0649 \u0645\u0634\u0627\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0629<\/strong><\/span><\/h4>\n<p><span style=\"color: #000000;\">\u0623\u0641\u0636\u0644 \u0637\u0631\u064a\u0642\u0629 \u0644\u0625\u062a\u0642\u0627\u0646 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u064a <strong>\u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0639\u0645\u0644\u064a<\/strong>. \u0627\u0628\u062f\u0623 \u0628\u0645\u0634\u0627\u0631\u064a\u0639 \u0635\u063a\u064a\u0631\u0629 \u0648\u0648\u0633\u0639 \u0646\u0637\u0627\u0642\u0647\u0627 \u062a\u062f\u0631\u064a\u062c\u064a\u064b\u0627:<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\"><strong>\u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0642\u0639\u064a\u0629:<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">\u0627\u062e\u062a\u0631 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0645\u0648\u0627\u0642\u0639 \u0645\u062b\u0644 <strong>Kaggle<\/strong> \u0623\u0648 <strong>Google Dataset Search<\/strong>.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u0645\u0634\u0627\u0631\u064a\u0639 \u0645\u0642\u062a\u0631\u062d\u0629:<\/strong><\/span>\n<ul>\n<li><span style=\"color: #000000;\">\u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0637\u0642\u0633 \u0648\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0645\u0646\u0627\u062e.<\/span><\/li>\n<li><span style=\"color: #000000;\">\u0628\u0646\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u062a\u0648\u0635\u064a\u0629 \u0644\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr \/>\n<h4><span style=\"color: #000000;\"><strong>6. \u062a\u0639\u0644\u0645 \u0623\u062f\u0648\u0627\u062a \u0645\u0633\u0627\u0639\u062f\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>SQL:<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">\u0627\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>Big Data Tools:<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0623\u062f\u0648\u0627\u062a \u0645\u062b\u0644 Hadoop \u0623\u0648 Spark \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629.<\/span><\/li>\n<\/ul>\n<hr \/>\n<h4><span style=\"color: #000000;\"><strong>7. \u062a\u062d\u0633\u064a\u0646 \u0645\u0647\u0627\u0631\u0627\u062a\u0643 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631<\/strong><\/span><\/h4>\n<ul>\n<li><span style=\"color: #000000;\"><strong>\u0627\u0644\u0645\u0634\u0627\u0631\u0643\u0629 \u0641\u064a \u0645\u0633\u0627\u0628\u0642\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">\u0627\u0646\u0636\u0645 \u0625\u0644\u0649 \u0645\u0646\u0635\u0627\u062a \u0645\u062b\u0644 <strong>Kaggle<\/strong> \u0644\u062a\u0637\u0628\u064a\u0642 \u0645\u0647\u0627\u0631\u0627\u062a\u0643 \u0648\u0627\u0643\u062a\u0633\u0627\u0628 \u062e\u0628\u0631\u0629 \u0639\u0645\u0644\u064a\u0629.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u0646 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629:<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">\u0627\u0633\u062a\u0643\u0634\u0641 \u0643\u062a\u0628 \u0645\u062b\u0644 <strong>&#8220;Python for Data Analysis&#8221;<\/strong> \u0648**&#8221;Hands-On Machine Learning with Scikit-Learn and TensorFlow&#8221;**.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u0627\u0644\u0627\u0646\u0636\u0645\u0627\u0645 \u0625\u0644\u0649 \u0627\u0644\u0645\u062c\u062a\u0645\u0639:<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">\u0634\u0627\u0631\u0643 \u0641\u064a \u0645\u0646\u062a\u062f\u064a\u0627\u062a Python \u0648\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0644\u062a\u062d\u0635\u0644 \u0639\u0644\u0649 \u062f\u0639\u0645 \u0648\u0646\u0635\u0627\u0626\u062d \u0645\u0646 \u0645\u062d\u062a\u0631\u0641\u064a\u0646.<\/span><\/li>\n<\/ul>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>\u0623\u0647\u0645 \u0627\u0644\u0646\u0635\u0627\u0626\u062d \u0644\u062a\u0635\u0628\u062d \u062e\u0628\u064a\u0631\u064b\u0627<\/strong><\/span><\/h3>\n<ol>\n<li><span style=\"color: #000000;\"><strong>\u0627\u0628\u062f\u0623 \u0628\u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0628\u0633\u064a\u0637\u0629:<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">\u0631\u0643\u0632 \u0639\u0644\u0649 \u0645\u0634\u0627\u0631\u064a\u0639 \u0635\u063a\u064a\u0631\u0629 \u0642\u0628\u0644 \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0625\u0644\u0649 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u062a\u0642\u062f\u0645.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u062a\u0639\u0644\u0645 \u0645\u0646 \u0623\u062e\u0637\u0627\u0626\u0643:<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0639\u0645\u0644\u064a\u0629 \u062a\u0639\u0644\u0645 \u0645\u0633\u062a\u0645\u0631\u0629\u060c \u0644\u0630\u0627 \u0644\u0627 \u062a\u062e\u0641 \u0645\u0646 \u0645\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a.<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u062a\u0627\u0628\u0639 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a:<\/strong><\/span><br \/>\n<span style=\"color: #000000;\">\u062a\u0627\u0628\u0639 \u0623\u062d\u062f\u062b \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0644\u062a\u0628\u0642\u0649 \u0645\u0648\u0627\u0643\u0628\u064b\u0627 \u0644\u0643\u0644 \u062c\u062f\u064a\u062f.<\/span><\/li>\n<\/ol>\n<hr \/>\n<h3><span style=\"color: #000000;\"><strong>\u0627\u0644\u062e\u0627\u062a\u0645\u0629: \u0645\u0633\u062a\u0642\u0628\u0644\u0643 \u0645\u0639 <a href=\"https:\/\/mostafaweb.info\/masartechwp\/courses\/data-analysis-with-python\/\">Python<\/a><\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u0645\u0639 \u0627\u0643\u062a\u0633\u0627\u0628\u0643 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629\u060c \u0633\u062a\u0635\u0628\u062d Python \u0623\u062f\u0627\u0629 \u0641\u0639\u0651\u0627\u0644\u0629 \u0644\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. \u0633\u0648\u0627\u0621 \u0643\u0646\u062a \u062a\u0633\u0639\u0649 \u0644\u062a\u062d\u0633\u064a\u0646 \u062d\u064a\u0627\u062a\u0643 \u0627\u0644\u0645\u0647\u0646\u064a\u0629 \u0623\u0648 \u0627\u0644\u0639\u0645\u0644 \u0639\u0644\u0649 \u0645\u0634\u0627\u0631\u064a\u0639 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629\u060c Python \u0647\u064a \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0645\u062b\u0644 \u0644\u0644\u0628\u062f\u0621.<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u0627\u0628\u062f\u0623 \u0627\u0644\u0622\u0646\u060c \u0641\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u064a \u0644\u063a\u0629 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644!<\/strong> \ud83c\udf1f<\/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>\u0643\u064a\u0641 \u062a\u0635\u0628\u062d \u062e\u0628\u064a\u0631\u064b\u0627 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646\u061f \u0645\u0639 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[&#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-55849","post","type-post","status-publish","format-standard","hentry"],"_links":{"self":[{"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/posts\/55849","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=55849"}],"version-history":[{"count":1,"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/posts\/55849\/revisions"}],"predecessor-version":[{"id":55850,"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/posts\/55849\/revisions\/55850"}],"wp:attachment":[{"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/media?parent=55849"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/categories?post=55849"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mostafaweb.info\/masartechwp\/wp-json\/wp\/v2\/tags?post=55849"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}