{"id":477480,"date":"2023-08-09T09:15:39","date_gmt":"2023-08-09T09:15:39","guid":{"rendered":""},"modified":"2023-09-05T11:14:49","modified_gmt":"2023-09-05T11:14:49","slug":"hosted-notebooks","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ar\/wiki\/hosted-notebooks\/","title":{"rendered":"\u062f\u0641\u0627\u062a\u0631 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629"},"content":{"rendered":"<p>\u062f\u0641\u0627\u062a\u0631 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0647\u064a \u0628\u064a\u0626\u0627\u062a \u062a\u0641\u0627\u0639\u0644\u064a\u0629 \u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0648\u064a\u0628 \u062a\u062a\u064a\u062d \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0648\u062a\u0634\u063a\u064a\u0644\u0647\u0627 \u0648\u0645\u0634\u0627\u0631\u0643\u062a\u0647\u0627 \u0628\u0633\u0644\u0627\u0633\u0629. \u0644\u0642\u062f \u0623\u0635\u0628\u062d\u062a \u0623\u062f\u0627\u0629 \u0644\u0627 \u063a\u0646\u0649 \u0639\u0646\u0647\u0627 \u0644\u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0648\u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0648\u0627\u0644\u0645\u0639\u0644\u0645\u064a\u0646\u060c \u0645\u0645\u0627 \u064a\u0645\u0643\u0646\u0647\u0645 \u0645\u0646 \u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627 \u0648\u0627\u0644\u062a\u0639\u0627\u0648\u0646 \u0628\u0643\u0641\u0627\u0621\u0629 \u0641\u064a \u0628\u064a\u0626\u0629 \u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0633\u062d\u0627\u0628\u0629. \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0644\u0629\u060c \u0646\u0633\u062a\u0643\u0634\u0641 \u0627\u0644\u062a\u0627\u0631\u064a\u062e \u0648\u0627\u0644\u0639\u0645\u0644 \u0648\u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0648\u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0648\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u0644\u062a\u0648\u0642\u0639\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0644\u062f\u0641\u0627\u062a\u0631 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629.<\/p>\n<h2>\u062a\u0627\u0631\u064a\u062e \u062f\u0641\u0627\u062a\u0631 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0648\u0630\u0643\u0631\u0647\u0627 \u0627\u0644\u0623\u0648\u0644<\/h2>\n<p>\u062a\u0639\u0648\u062f \u062c\u0630\u0648\u0631 \u062f\u0641\u0627\u062a\u0631 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0628\u064a\u0626\u0629 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0648\u0627\u0644\u062a\u0635\u0648\u0631 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a\u0629 (ICAVE) \u0627\u0644\u062a\u064a \u0637\u0648\u0631\u0647\u0627 William Pollock \u0648Lloyd T. Fosdick \u0641\u064a \u0623\u0648\u0627\u0626\u0644 \u0627\u0644\u062a\u0633\u0639\u064a\u0646\u064a\u0627\u062a. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0627\u0643\u062a\u0633\u0628 \u0647\u0630\u0627 \u0627\u0644\u0645\u0641\u0647\u0648\u0645 \u0627\u0647\u062a\u0645\u0627\u0645\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0645\u0639 \u0638\u0647\u0648\u0631 Jupyter Notebooks (\u0627\u0644\u0645\u0639\u0631\u0648\u0641\u0629 \u0633\u0627\u0628\u0642\u064b\u0627 \u0628\u0627\u0633\u0645 IPython Notebooks) \u0641\u064a \u0639\u0627\u0645 2011. \u0642\u062f\u0645 \u0641\u0631\u0646\u0627\u0646\u062f\u0648 \u0628\u064a\u0631\u064a\u0632 \u0648\u0631\u0648\u0628\u0631\u062a \u0643\u064a\u0631\u0646 \u062f\u0641\u0627\u062a\u0631 Jupyter \u0628\u0627\u0639\u062a\u0628\u0627\u0631\u0647\u0627 \u0628\u064a\u0626\u0629 \u062d\u0633\u0627\u0628\u064a\u0629 \u062a\u0641\u0627\u0639\u0644\u064a\u0629 \u062a\u062c\u0645\u0639 \u0628\u064a\u0646 \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0648\u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0627\u0644\u063a\u0646\u064a\u0629 \u0648\u0627\u0644\u0646\u0635 \u0627\u0644\u062a\u0648\u0636\u064a\u062d\u064a.<\/p>\n<h2>\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062a\u0641\u0635\u064a\u0644\u064a\u0629 \u062d\u0648\u0644 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629<\/h2>\n<p>\u062a\u0648\u0641\u0631 \u062f\u0641\u0627\u062a\u0631 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0648\u0627\u062c\u0647\u0629 \u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 \u0627\u0644\u0648\u064a\u0628 \u0644\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0634\u0627\u0631\u0643\u062a\u0647\u0627 \u0648\u0627\u0644\u062a\u0639\u0627\u0648\u0646 \u0641\u064a\u0647\u0627. \u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0629 \u0644\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u062f\u0641\u062a\u0631\u064a \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ol>\n<li>\u062e\u0644\u0627\u064a\u0627 \u0627\u0644\u0643\u0648\u062f: \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0648\u062a\u0646\u0641\u064a\u0630\u0647\u0627 \u0641\u064a \u062e\u0644\u0627\u064a\u0627 \u0641\u0631\u062f\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0639\u0632\u0632 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0631\u0645\u064a\u0632 \u0627\u0644\u062a\u0643\u0631\u0627\u0631\u064a\u0629 \u0648\u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a\u0629.<\/li>\n<li>\u062e\u0644\u0627\u064a\u0627 Markdown: \u062a\u062a\u064a\u062d \u062e\u0644\u0627\u064a\u0627 Markdown \u0625\u0646\u0634\u0627\u0621 \u0646\u0635 \u062a\u0648\u0636\u064a\u062d\u064a \u0648\u0645\u0639\u0627\u062f\u0644\u0627\u062a \u0648\u0635\u0648\u0631 \u0648\u0648\u0633\u0627\u0626\u0637 \u0623\u062e\u0631\u0649 \u0644\u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u0633\u064a\u0627\u0642 \u0648\u0627\u0644\u0631\u0624\u0649.<\/li>\n<li>\u0639\u0631\u0636 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a: \u064a\u0638\u0647\u0631 \u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u0645\u0646\u0641\u0630\u0629 \u0623\u0633\u0641\u0644 \u0627\u0644\u062e\u0644\u064a\u0629 \u0627\u0644\u0645\u0639\u0646\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0647\u0644 \u062a\u0635\u0648\u0631 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627.<\/li>\n<li>Kernel: \u062a\u0642\u0648\u0645 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0628\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0641\u064a \u0645\u062d\u0631\u0643\u0627\u062a \u062d\u0633\u0627\u0628\u064a\u0629 \u0645\u0646\u0641\u0635\u0644\u0629 \u062a\u0633\u0645\u0649 kernels\u060c \u0648\u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0628\u0644\u063a\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0645\u062e\u062a\u0644\u0641\u0629.<\/li>\n<li>\u0627\u0644\u062d\u0641\u0638 \u0648\u0627\u0644\u0645\u0634\u0627\u0631\u0643\u0629: \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u062d\u0641\u0638 \u0639\u0645\u0644\u0647\u0645 \u0648\u0645\u0634\u0627\u0631\u0643\u0629 \u062f\u0641\u0627\u062a\u0631 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0645\u0639 \u0627\u0644\u0622\u062e\u0631\u064a\u0646\u060c \u0645\u0645\u0627 \u064a\u0633\u0647\u0644 \u0627\u0644\u062a\u0639\u0627\u0648\u0646 \u0648\u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u0646\u0633\u062e.<\/li>\n<\/ol>\n<h2>\u0627\u0644\u0647\u064a\u0643\u0644 \u0627\u0644\u062f\u0627\u062e\u0644\u064a \u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629<\/h2>\n<p>\u062a\u0645 \u0625\u0646\u0634\u0627\u0621 \u062f\u0641\u0627\u062a\u0631 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0639\u0644\u0649 \u0628\u0646\u064a\u0629 \u062e\u0627\u062f\u0645 \u0627\u0644\u0639\u0645\u064a\u0644\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u062a\u0643\u0648\u0646 \u0645\u0646 \u0645\u0643\u0648\u0646\u064a\u0646 \u0631\u0626\u064a\u0633\u064a\u064a\u0646:<\/p>\n<ol>\n<li>\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0639\u0645\u064a\u0644: \u062a\u062a\u064a\u062d \u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 \u0627\u0644\u0648\u064a\u0628 (UI) \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u062f\u0641\u0627\u062a\u0631 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0648\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u0644\u0641\u0627\u062a. \u062a\u062a\u0648\u0627\u0635\u0644 \u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0639\u0645\u064a\u0644 \u0645\u0639 \u062e\u0627\u062f\u0645 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644.<\/li>\n<li>\u062e\u0627\u062f\u0645 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644: \u0627\u0644\u062e\u0627\u062f\u0645 \u0645\u0633\u0624\u0648\u0644 \u0639\u0646 \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0646\u0648\u0627\u0629 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0645\u0639 \u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0639\u0645\u064a\u0644. \u064a\u0642\u0648\u0645 \u0628\u0645\u0639\u0627\u0644\u062c\u0629 \u062e\u0644\u0627\u064a\u0627 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629\u060c \u0648\u064a\u0631\u0633\u0644 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0645\u0631\u0629 \u0623\u062e\u0631\u0649 \u0625\u0644\u0649 \u0627\u0644\u0639\u0645\u064a\u0644\u060c \u0648\u064a\u062d\u0641\u0638 \u062f\u0641\u0627\u062a\u0631 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a.<\/li>\n<\/ol>\n<h2>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0639\u0632\u0649 \u0634\u0639\u0628\u064a\u0629 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u0644\u062a\u0641\u0627\u0639\u0644<\/strong>: \u062a\u0633\u0645\u062d \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0628\u062a\u0646\u0641\u064a\u0630 \u062e\u0644\u0627\u064a\u0627 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0642\u0644\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0648\u062a\u0635\u062d\u064a\u062d \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0639\u0631\u0636 \u0645\u0631\u0626\u064a \u0644\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a<\/strong>: \u0625\u0646\u0647\u0627 \u062a\u062f\u0639\u0645 \u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0627\u0644\u063a\u0646\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0628\u0625\u0646\u0634\u0627\u0621 \u062a\u0635\u0648\u0631\u0627\u062a \u062a\u0641\u0627\u0639\u0644\u064a\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0631\u0624\u0649 \u0623\u0641\u0636\u0644.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0639\u0627\u0648\u0646<\/strong>: \u062a\u0639\u0645\u0644 \u062f\u0641\u0627\u062a\u0631 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0639\u0644\u0649 \u062a\u0633\u0647\u064a\u0644 \u0627\u0644\u062a\u0639\u0627\u0648\u0646 \u0627\u0644\u0633\u0644\u0633 \u0628\u064a\u0646 \u0623\u0639\u0636\u0627\u0621 \u0627\u0644\u0641\u0631\u064a\u0642\u060c \u0648\u062a\u0634\u062c\u064a\u0639 \u062a\u0628\u0627\u062f\u0644 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639.<\/p>\n<\/li>\n<li>\n<p><strong>\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0646\u0642\u0644<\/strong>: \u064a\u0645\u0643\u0646 \u0645\u0634\u0627\u0631\u0643\u0629 \u062f\u0641\u0627\u062a\u0631 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0648\u062a\u0646\u0632\u064a\u0644\u0647\u0627 \u0648\u062a\u0634\u063a\u064a\u0644\u0647\u0627 \u0628\u0633\u0647\u0648\u0644\u0629 \u0639\u0644\u0649 \u0645\u0646\u0635\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0633\u0647\u0644\u0629 \u0627\u0644\u062d\u0645\u0644 \u0648\u064a\u0645\u0643\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u064a\u0647\u0627 \u0628\u0633\u0647\u0648\u0644\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0625\u0635\u062f\u0627\u0631<\/strong>: \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u064a\u062a\u064a\u062d \u062a\u062a\u0628\u0639 \u0627\u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0648\u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u062a\u0627\u0631\u064a\u062e \u062f\u0641\u062a\u0631 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0623\u0646\u0648\u0627\u0639 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629<\/h2>\n<p>\u062a\u0623\u062a\u064a \u062f\u0641\u0627\u062a\u0631 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0628\u0646\u0643\u0647\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0643\u0644 \u0645\u0646\u0647\u0627 \u064a\u0644\u0628\u064a \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0645\u062d\u062f\u062f\u0629. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0628\u0639\u0636 \u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0634\u0627\u0626\u0639\u0629:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0646\u0648\u0639 \u062f\u0641\u062a\u0631 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a<\/th>\n<th>\u0648\u0635\u0641<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u062f\u0641\u062a\u0631 \u062c\u0648\u0628\u064a\u062a\u0631<\/td>\n<td>\u0627\u0644\u0646\u0648\u0639 \u0627\u0644\u0623\u0643\u062b\u0631 \u0634\u064a\u0648\u0639\u064b\u0627\u060c \u062d\u064a\u062b \u064a\u062f\u0639\u0645 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0644\u063a\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0648\u0627\u0644\u0625\u0636\u0627\u0641\u0627\u062a \u0627\u0644\u0634\u0627\u0645\u0644\u0629 \u0627\u0644\u0645\u0648\u062c\u0647\u0629 \u0645\u0646 \u0627\u0644\u0645\u062c\u062a\u0645\u0639.<\/td>\n<\/tr>\n<tr>\n<td>\u062c\u0648\u062c\u0644 \u0643\u0648\u0644\u0627\u0628<\/td>\n<td>\u0645\u0628\u0646\u064a \u0639\u0644\u0649 Jupyter\u060c \u0648\u062a\u0633\u062a\u0636\u064a\u0641\u0647 Google\u060c \u0648\u064a\u0648\u0641\u0631 \u0648\u0635\u0648\u0644\u0627\u064b \u0645\u062c\u0627\u0646\u064a\u064b\u0627 \u0625\u0644\u0649 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0648\u0648\u062d\u062f\u0627\u062a TPU \u0644\u0625\u062c\u0631\u0627\u0621 \u0639\u0645\u0644\u064a\u0627\u062a \u062d\u0633\u0627\u0628\u064a\u0629 \u0633\u0631\u064a\u0639\u0629.<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u0627\u064a\u0643\u0631\u0648\u0633\u0648\u0641\u062a \u0623\u0632\u0648\u0631<\/td>\n<td>\u062a\u062a\u0645 \u0627\u0633\u062a\u0636\u0627\u0641\u0629 Azure Notebooks \u0639\u0644\u0649 \u0633\u062d\u0627\u0628\u0629 Microsoft Azure\u060c \u0645\u0645\u0627 \u064a\u0648\u0641\u0631 \u0646\u0638\u0627\u0645\u064b\u0627 \u0623\u0633\u0627\u0633\u064a\u064b\u0627 \u0644\u0645\u0647\u0627\u0645 \u0639\u0644\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a.<\/td>\n<\/tr>\n<tr>\n<td>\u062d\u0628\u0627\u062a \u0643\u0627\u062c\u0644<\/td>\n<td>\u0648\u0647\u0648 \u0645\u062f\u0645\u062c \u0645\u0639 \u0645\u0646\u0635\u0629 \u0639\u0644\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0640 Kaggle\u060c \u0648\u0647\u0648 \u064a\u0633\u0645\u062d \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0628\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0648\u0645\u0634\u0627\u0631\u0643\u062a\u0647\u0627 \u0648\u0625\u0639\u0627\u062f\u0629 \u0625\u0646\u062a\u0627\u062c\u0647\u0627.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0637\u0631\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062f\u0641\u0627\u062a\u0631 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0648\u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0648\u062d\u0644\u0648\u0644\u0647\u0627<\/h2>\n<h3>\u0627\u0633\u062a\u062e\u062f\u0645 \u062d\u0627\u0644\u0627\u062a:<\/h3>\n<ol>\n<li>\n<p><strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>: \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u062f\u0641\u0627\u062a\u0631 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0635\u0648\u0631\u0647\u0627 \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0627\u0644\u064a<\/strong>: \u064a\u0633\u062a\u062e\u062f\u0645 \u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062f\u0641\u0627\u062a\u0631 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0644\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a \u0648\u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0648\u0627\u0644\u062a\u062d\u0633\u064a\u0646.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0639\u0644\u064a\u0645 \u0648\u0627\u0644\u062a\u0639\u0644\u0645<\/strong>: \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0645\u0639\u0644\u0645\u0648\u0646 \u062f\u0641\u0627\u062a\u0631 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0644\u0625\u0646\u0634\u0627\u0621 \u0628\u0631\u0627\u0645\u062c \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0648\u0648\u0627\u062c\u0628\u0627\u062a \u062a\u0641\u0627\u0639\u0644\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u0628\u062d\u0648\u062b \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a\u0629<\/strong>: \u064a\u0633\u062a\u0641\u064a\u062f \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0645\u0646 \u062f\u0641\u0627\u062a\u0631 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0644\u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0623\u0648\u0644\u064a\u0629 \u0644\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062c\u0631\u064a\u0628\u064a\u0629.<\/p>\n<\/li>\n<\/ol>\n<h3>\u0627\u0644\u0645\u0634\u0627\u0643\u0644 \u0648\u0627\u0644\u062d\u0644\u0648\u0644 \u0627\u0644\u0634\u0627\u0626\u0639\u0629:<\/h3>\n<ol>\n<li>\n<p><strong>\u062d\u062f\u0648\u062f \u0627\u0644\u0645\u0648\u0627\u0631\u062f<\/strong>: \u0642\u062f \u062a\u0648\u0627\u062c\u0647 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0642\u064a\u0648\u062f\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0639\u0646\u062f \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0623\u0648 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0639\u0642\u062f\u0629. \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0627\u0644\u062a\u0628\u062f\u064a\u0644 \u0625\u0644\u0649 \u0645\u062b\u064a\u0644\u0627\u062a \u0633\u062d\u0627\u0628\u064a\u0629 \u0623\u0643\u062b\u0631 \u0642\u0648\u0629 \u0623\u0648 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u062e\u062f\u0645\u0627\u062a \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0628\u0645\u0648\u0627\u0631\u062f \u0623\u0641\u0636\u0644.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0648\u0627\u0641\u0642 \u0627\u0644\u0643\u0648\u062f<\/strong>: \u0641\u064a \u0628\u0639\u0636 \u0627\u0644\u0623\u062d\u064a\u0627\u0646\u060c \u0642\u062f \u062a\u0648\u0627\u062c\u0647 \u062f\u0641\u0627\u062a\u0631 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0645\u0634\u0643\u0644\u0627\u062a \u0641\u064a \u0627\u0644\u062a\u0648\u0627\u0641\u0642 \u0645\u0639 \u0645\u0643\u062a\u0628\u0627\u062a \u0623\u0648 \u062a\u0628\u0639\u064a\u0627\u062a \u0645\u0639\u064a\u0646\u0629. \u064a\u062c\u0628 \u0639\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0627\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u062a\u062b\u0628\u064a\u062a \u0643\u0627\u0641\u0629 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0648\u062a\u062d\u062f\u064a\u062b\u0647\u0627 \u0644\u062a\u062c\u0646\u0628 \u0627\u0644\u062a\u0639\u0627\u0631\u0636\u0627\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u062e\u0627\u0648\u0641 \u0623\u0645\u0646\u064a\u0629<\/strong>: \u0646\u0638\u0631\u064b\u0627 \u0644\u0623\u0646 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u062a\u0639\u0645\u0644 \u063a\u0627\u0644\u0628\u064b\u0627 \u0639\u0644\u0649 \u062e\u0648\u0627\u062f\u0645 \u062e\u0627\u0631\u062c\u064a\u0629\u060c \u0641\u0642\u062f \u062a\u0643\u0648\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0648 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u062d\u0633\u0627\u0633\u0629 \u0645\u0639\u0631\u0636\u0629 \u0644\u0644\u062e\u0637\u0631. \u064a\u062c\u0628 \u0639\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u062a\u0648\u062e\u064a \u0627\u0644\u062d\u0630\u0631 \u0648\u062a\u062c\u0646\u0628 \u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0633\u0631\u064a\u0629 \u0623\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u062a\u0634\u0641\u064a\u0631 \u0627\u0644\u0622\u0645\u0646\u0629.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0648\u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0645\u0639 \u0627\u0644\u0645\u0635\u0637\u0644\u062d\u0627\u062a \u0627\u0644\u0645\u0645\u0627\u062b\u0644\u0629<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0634\u0631\u0637<\/th>\n<th>\u0648\u0635\u0641<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u062f\u0641\u0627\u062a\u0631 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629<\/td>\n<td>\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u062a\u0631\u0645\u064a\u0632 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a\u0629 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0648\u064a\u0628 \u0644\u0644\u062a\u0639\u0627\u0648\u0646 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/td>\n<\/tr>\n<tr>\n<td>\u0628\u064a\u0626\u0629 \u062a\u0637\u0648\u064a\u0631 \u0645\u062a\u0643\u0627\u0645\u0644\u0629 \u0644\u0644\u0633\u062d\u0627\u0628\u0629<\/td>\n<td>\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0645\u062a\u0643\u0627\u0645\u0644\u0629 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u064a\u0647\u0627 \u0639\u0628\u0631 \u0627\u0644\u0633\u062d\u0627\u0628\u0629\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u0634\u0645\u0644 \u0646\u0637\u0627\u0642\u064b\u0627 \u0623\u0648\u0633\u0639.<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u062d\u0631\u0631\u064a \u0627\u0644\u0646\u0635\u0648\u0635<\/td>\n<td>\u0623\u062f\u0648\u0627\u062a \u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646 \u0644\u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0648\u062a\u062d\u0631\u064a\u0631\u0647\u0627\u060c \u0648\u062a\u0641\u062a\u0642\u0631 \u0625\u0644\u0649 \u0625\u0645\u0643\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a.<\/td>\n<\/tr>\n<tr>\n<td>\u062f\u0641\u0627\u062a\u0631 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0645\u062d\u0644\u064a\u0629<\/td>\n<td>\u062a\u0639\u0645\u0644 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0639\u0644\u0649 \u062c\u0647\u0627\u0632 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u060c \u0645\u0645\u0627 \u064a\u062d\u062f \u0645\u0646 \u0627\u0644\u062a\u0639\u0627\u0648\u0646 \u0648\u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u0648\u0635\u0648\u0644.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0648\u062c\u0647\u0627\u062a \u0646\u0638\u0631 \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644<\/h2>\n<p>\u0645\u0646 \u0627\u0644\u0645\u0631\u062c\u062d \u0623\u0646 \u062a\u0633\u062a\u0645\u0631 \u062f\u0641\u0627\u062a\u0631 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0641\u064a \u0627\u0644\u062a\u0637\u0648\u0631\u060c \u0648\u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0641\u064a \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ol>\n<li>\n<p><strong>\u0623\u062f\u0627\u0621<\/strong>: \u0633\u064a\u0624\u062f\u064a \u062a\u062d\u0633\u064a\u0646 \u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0648\u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0625\u0644\u0649 \u062a\u0646\u0641\u064a\u0630 \u0623\u0633\u0631\u0639 \u0648\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0623\u0641\u0636\u0644.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u0633\u0627\u0639\u062f\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/strong>: \u0633\u064a\u0624\u062f\u064a \u062f\u0645\u062c \u0645\u0633\u0627\u0639\u062f\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0625\u0644\u0649 \u062a\u0628\u0633\u064a\u0637 \u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0648\u062a\u0642\u062f\u064a\u0645 \u0627\u0642\u062a\u0631\u0627\u062d\u0627\u062a \u0630\u0643\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0639\u0627\u0648\u0646 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a<\/strong>: \u0633\u062a\u0645\u0643\u0646 \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u0639\u0627\u0648\u0646 \u0627\u0644\u0645\u062d\u0633\u0646\u0629 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0645\u0646 \u062a\u062d\u0631\u064a\u0631 \u062f\u0641\u0627\u062a\u0631 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0641\u064a \u0648\u0642\u062a \u0648\u0627\u062d\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u0646\u0642\u0644 \u0628\u0627\u0644\u062d\u0627\u0648\u064a\u0627\u062a<\/strong>: \u0633\u062a\u0633\u0647\u0644 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062d\u0627\u0648\u064a\u0627\u062a \u0639\u0645\u0644\u064a\u0629 \u062a\u0639\u0628\u0626\u0629 \u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0643\u0631\u0627\u0631 \u0648\u0645\u0634\u0627\u0631\u0643\u062a\u0647\u0627.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0645\u0639 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629<\/h2>\n<p>\u062a\u0644\u0639\u0628 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062f\u0648\u0631\u064b\u0627 \u0645\u0647\u0645\u064b\u0627 \u0641\u064a \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u0623\u0645\u0627\u0646 \u0648\u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0639\u0646\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062f\u0641\u0627\u062a\u0631 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629. \u064a\u0645\u0643\u0646 \u062a\u0648\u0638\u064a\u0641\u0647\u0645 \u0645\u0646 \u0623\u062c\u0644:<\/p>\n<ol>\n<li>\n<p><strong>\u0625\u062e\u0641\u0627\u0621 \u0647\u0648\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646<\/strong>: \u062a\u062e\u0641\u064a \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0639\u0646\u0627\u0648\u064a\u0646 IP \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646\u060c \u0645\u0645\u0627 \u064a\u0648\u0641\u0631 \u0639\u062f\u0645 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0647\u0648\u064a\u062a\u0647\u0645 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u062f\u0641\u0627\u062a\u0631 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0635\u0641\u064a\u0629 \u062d\u0631\u0643\u0629 \u0627\u0644\u0645\u0631\u0648\u0631<\/strong>: \u064a\u0645\u0643\u0646 \u0644\u0644\u0648\u0643\u0644\u0627\u0621 \u062a\u0635\u0641\u064a\u0629 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0636\u0627\u0631\u0629\u060c \u0648\u062d\u0645\u0627\u064a\u0629 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0645\u0646 \u0627\u0644\u0647\u062c\u0645\u0627\u062a \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u0642\u064a\u0648\u062f<\/strong>: \u0641\u064a \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u0641\u064a\u0647\u0627 \u062d\u0638\u0631 \u062f\u0641\u0627\u062a\u0631 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0623\u0648 \u062a\u0642\u064a\u064a\u062f\u0647\u0627\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0641\u064a \u062a\u062c\u0627\u0648\u0632 \u0647\u0630\u0647 \u0627\u0644\u0642\u064a\u0648\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0631\u0648\u0627\u0628\u0637 \u0630\u0627\u062a \u0639\u0644\u0627\u0642\u0629<\/h2>\n<p>\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0648\u0644 \u062f\u0641\u0627\u062a\u0631 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629\u060c \u064a\u0645\u0643\u0646\u0643 \u0632\u064a\u0627\u0631\u0629 \u0627\u0644\u0631\u0648\u0627\u0628\u0637 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ol>\n<li><a href=\"https:\/\/jupyter.org\/documentation\" target=\"_new\" rel=\"noopener nofollow\">\u062a\u0648\u062b\u064a\u0642 \u062f\u0641\u062a\u0631 Jupyter<\/a><\/li>\n<li><a href=\"https:\/\/colab.research.google.com\/notebooks\/intro.ipynb\" target=\"_new\" rel=\"noopener nofollow\">\u062c\u0648\u062c\u0644 \u0643\u0648\u0644\u0627\u0628<\/a><\/li>\n<li><a href=\"https:\/\/notebooks.azure.com\/\" target=\"_new\" rel=\"noopener nofollow\">\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0645\u0627\u064a\u0643\u0631\u0648\u0633\u0648\u0641\u062a \u0623\u0632\u0648\u0631<\/a><\/li>\n<li><a href=\"https:\/\/www.kaggle.com\/kernels\" target=\"_new\" rel=\"noopener nofollow\">\u062d\u0628\u0627\u062a \u0643\u0627\u062c\u0644<\/a><\/li>\n<\/ol>","protected":false},"featured_media":468564,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477480","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Hosted Notebooks: Empowering Productivity and Collaboration<\/mark>","faq_items":[{"question":"What are Hosted Notebooks?","answer":"<p>Hosted notebooks are web-based interactive environments that enable users to write, run, and share code seamlessly. They provide a platform for data scientists, developers, researchers, and educators to experiment, analyze data, and collaborate efficiently in a cloud-based setting.<\/p>"},{"question":"How did Hosted Notebooks originate?","answer":"<p>The concept of hosted notebooks can be traced back to the early 1990s with the Interactive Computing and Visualization Environment (ICAVE). However, it gained significant attention in 2011 with the introduction of Jupyter Notebooks, developed by Fernando P\u00e9rez and Robert Kern.<\/p>"},{"question":"What features do Hosted Notebooks offer?","answer":"<p>Hosted notebooks come equipped with several key features, including:<\/p><ul><li>Code Cells for interactive coding<\/li><li>Markdown Cells for explanatory text and media<\/li><li>Output Display to visualize results<\/li><li>Kernels for code execution in different languages<\/li><li>Saving and Sharing for collaboration and reproducibility.<\/li><\/ul>"},{"question":"How do Hosted Notebooks work internally?","answer":"<p>Hosted notebooks operate on a client-server architecture. The client interface, a web-based UI, allows users to interact with notebooks, while the notebook server executes code, manages kernels, and handles interactions with the client interface.<\/p>"},{"question":"What are the different types of Hosted Notebooks?","answer":"<p>There are various types of hosted notebooks catering to specific needs, including:<\/p><ul><li>Jupyter Notebooks: The most popular type supporting multiple programming languages and extensions.<\/li><li>Google Colab: Hosted by Google, offering free access to GPUs and TPUs for accelerated computation.<\/li><li>Microsoft Azure Notebooks: Hosted on Microsoft Azure cloud, providing a platform for data science and analytics tasks.<\/li><li>Kaggle Kernels: Integrated with Kaggle's data science platform, allowing users to create, share, and reproduce analyses.<\/li><\/ul>"},{"question":"How can I use Hosted Notebooks, and what problems can I encounter?","answer":"<p>Hosted notebooks find applications in data analysis, machine learning, teaching, research, and prototyping. Some common problems users may encounter include resource limitations, code compatibility issues, and security concerns. Solutions involve switching to more powerful instances, ensuring library compatibility, and being cautious with sensitive data.<\/p>"},{"question":"How do Hosted Notebooks compare to similar terms?","answer":"<p>Hosted notebooks stand out as interactive coding environments with collaboration features, distinguishing them from cloud IDEs, text editors, and local notebooks.<\/p>"},{"question":"What does the future hold for Hosted Notebooks?","answer":"<p>The future of hosted notebooks will likely see improvements in performance, AI assistance, real-time collaboration, and containerization, making coding more efficient and user-friendly.<\/p>"},{"question":"How can proxy servers be used with Hosted Notebooks?","answer":"<p>Proxy servers play a role in enhancing security and privacy for hosted notebooks by anonymizing users, filtering traffic, and bypassing restrictions.<\/p><p>For more information and resources about hosted notebooks, refer to the related links provided in the article.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/477480","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/477480\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media\/468564"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media?parent=477480"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}