{"id":27483,"date":"2023-06-20T01:55:29","date_gmt":"2023-06-19T22:25:29","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/getting-started-with-amazon-sagemaker-jumpstart-image-classification-model-for-natural-disaster-damage-5ghb\/"},"modified":"2023-06-20T01:55:29","modified_gmt":"2023-06-19T22:25:29","slug":"getting-started-with-amazon-sagemaker-jumpstart-image-classification-model-for-natural-disaster-damage-5ghb","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/getting-started-with-amazon-sagemaker-jumpstart-image-classification-model-for-natural-disaster-damage-5ghb\/","title":{"rendered":"\u0628\u0627 Amazon SageMaker Jumpstart: Image Classification Model for Natural Disaster Damage \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f"},"content":{"rendered":"<div data-article-id=\"1434656\" id=\"article-body\">\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter-rtl ez-toc-grey ez-toc-container-direction\">\n<div 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href=\"https:\/\/nabfollower.com\/blog\/getting-started-with-amazon-sagemaker-jumpstart-image-classification-model-for-natural-disaster-damage-5ghb\/#%D8%A2%D9%85%D9%88%D8%B2%D8%B4_2_%D8%A7%D8%B3%D8%AA%D9%88%D8%AF%DB%8C%D9%88%DB%8C_Amazon_SageMaker_%D8%B1%D8%A7_%D8%A8%D8%A7_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_%DA%A9%D9%86%D8%B3%D9%88%D9%84_%D9%85%D8%AF%DB%8C%D8%B1%DB%8C%D8%AA_%D8%A2%D9%85%D8%A7%D8%B2%D9%88%D9%86_%D8%B1%D8%A7%D9%87_%D8%A7%D9%86%D8%AF%D8%A7%D8%B2%DB%8C_%DA%A9%D9%86%DB%8C%D8%AF\" >\u0622\u0645\u0648\u0632\u0634 2: \u0627\u0633\u062a\u0648\u062f\u06cc\u0648\u06cc Amazon SageMaker \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u0646\u0633\u0648\u0644 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0622\u0645\u0627\u0632\u0648\u0646 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/nabfollower.com\/blog\/getting-started-with-amazon-sagemaker-jumpstart-image-classification-model-for-natural-disaster-damage-5ghb\/#%D8%A2%D9%85%D9%88%D8%B2%D8%B4_3_%D9%86%D8%AD%D9%88%D9%87_%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D9%88_%D8%A7%D8%B3%D8%AA%D9%82%D8%B1%D8%A7%D8%B1_%DB%8C%DA%A9_%D9%85%D8%AF%D9%84_%D8%B7%D8%A8%D9%82%D9%87_%D8%A8%D9%86%D8%AF%DB%8C_%D8%AA%D8%B5%D9%88%DB%8C%D8%B1_%D8%A8%D8%A7_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_Amazon_SageMaker_Jumpstart\" >\u0622\u0645\u0648\u0632\u0634 3: \u0646\u062d\u0648\u0647 \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u06cc\u06a9 \u0645\u062f\u0644 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Amazon SageMaker Jumpstart<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/nabfollower.com\/blog\/getting-started-with-amazon-sagemaker-jumpstart-image-classification-model-for-natural-disaster-damage-5ghb\/#%D8%A2%D9%85%D9%88%D8%B2%D8%B4_4_%D9%85%D8%AF%D9%84_%D8%B1%D8%A7_%D8%A8%D9%87_%D8%AE%D9%88%D8%A8%DB%8C_%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%DA%A9%D9%86%DB%8C%D8%AF_%D9%88_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7%DB%8C_%D8%B3%D9%81%D8%A7%D8%B1%D8%B4%DB%8C_%D8%B1%D8%A7_%D9%88%D8%A7%D8%B1%D8%AF_%DA%A9%D9%86%DB%8C%D8%AF\" >\u0622\u0645\u0648\u0632\u0634 4: \u0645\u062f\u0644 \u0631\u0627 \u0628\u0647 \u062e\u0648\u0628\u06cc \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f \u0648 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" 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id=\"%D8%A8%D9%87%D8%A8%D9%88%D8%AF%DB%8C_%D9%BE%D8%B3_%D8%A7%D8%B2_%DB%8C%DA%A9_%D8%A8%D9%84%D8%A7%DB%8C_%D8%B7%D8%A8%DB%8C%D8%B9%DB%8C\"><\/span>\n<p>  \u0628\u0647\u0628\u0648\u062f\u06cc \u067e\u0633 \u0627\u0632 \u06cc\u06a9 \u0628\u0644\u0627\u06cc \u0637\u0628\u06cc\u0639\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0648\u0644\u0632 \u0634\u0645\u0627\u0644\u06cc \u0646\u06cc\u0648 \u0633\u0627\u0648\u062a \u0648\u0644\u0632 \u062f\u0631 \u0633\u0627\u0644 2022 \u0633\u06cc\u0644 \u0647\u0627\u06cc \u0645\u062a\u0639\u062f\u062f\u06cc \u0631\u0627 \u062a\u062c\u0631\u0628\u0647 \u06a9\u0631\u062f\u060c \u0634\u0647\u0631 \u0644\u06cc\u0632\u0645\u0648\u0631 \u0627\u0642\u062f\u0627\u0645\u0627\u062a\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u06cc\u0627 \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0628\u0644\u0627\u06cc\u0627\u06cc \u0637\u0628\u06cc\u0639\u06cc \u062f\u0631 \u0645\u0646\u0637\u0642\u0647 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\u0645\u0648\u0642\u062a \u067e\u06cc\u062f\u0627 \u06a9\u0646\u0646\u062f\u061f  \u0622\u0646\u0647\u0627 \u0639\u06a9\u0633 \u0647\u0627\u06cc \u062e\u0633\u0627\u0631\u062a \u0633\u06cc\u0644 \u0631\u0627 \u0686\u06af\u0648\u0646\u0647 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u06cc \u06a9\u0646\u0646\u062f\u061f<\/p>\n<\/li>\n<li>\n<p>\u0634\u0631\u06a9\u062a \u0647\u0627\u06cc \u0628\u06cc\u0645\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0639\u06a9\u0633 \u0647\u0627\u06cc \u062e\u0633\u0627\u0631\u062a \u0633\u06cc\u0644 \u0628\u0647 \u0645\u0646\u0627\u0632\u0644 \u0648 \u0645\u0634\u0627\u063a\u0644 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062e\u0633\u0627\u0631\u062a \u0647\u0627\u06cc \u0645\u0633\u06a9\u0648\u0646\u06cc \u0648 \u062a\u062c\u0627\u0631\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u0646\u062f\u061f<\/p>\n<\/li>\n<\/ul>\n<p>\u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc 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\u0627\u0646\u062f\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f <\/li>\n<li>\u06cc\u06a9 \u0646\u0648\u062a \u0628\u0648\u06a9 Jupyter \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/li>\n<li>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062e\u0648\u062f \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f \u06cc\u0627 \u0627\u0632 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0645\u0648\u062c\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f<\/li>\n<li>\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0645\u0627\u0632\u0648\u0646 SageMaker Jumpstart \u06cc\u06a9 \u0645\u062f\u0644 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f<\/li>\n<li>\u0645\u0646\u0627\u0628\u0639 \u0631\u0627 \u067e\u0627\u06a9\u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f <\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Amazon_SageMaker_Jumpstart_%DA%86%DB%8C%D8%B3%D8%AA%D8%9F\"><\/span>\n<p>  Amazon SageMaker Jumpstart \u0686\u06cc\u0633\u062a\u061f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u06cc\u06a9 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u062f \u0648 \u0628\u0631\u0627\u06cc \u062d\u0644 \u0645\u0634\u06a9\u0644\u0627\u062a \u06a9\u0633\u0628 \u0648 \u06a9\u0627\u0631 \u062e\u0648\u062f \u0628\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0648 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0628\u0627 \u0686\u0646\u062f \u06a9\u0644\u06cc\u06a9 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.  \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 SageMaker Python SDK \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<br \/>\u0646\u0648\u062a \u0628\u0648\u06a9 \u0647\u0627\u06cc SageMaker Jumpstart Industry \u0641\u0642\u0637 \u062f\u0631 Amazon SageMaker Studio \u0642\u0627\u0628\u0644 \u0627\u062c\u0631\u0627 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%B2%D8%A7%DB%8C%D8%A7%DB%8C_%D8%A2%D9%86_%DA%86%DB%8C%D8%B3%D8%AA%D8%9F\"><\/span>\n<p>  \u0645\u0632\u0627\u06cc\u0627\u06cc \u0622\u0646 \u0686\u06cc\u0633\u062a\u061f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 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\u06a9\u0631\u062f \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0647\u200c\u0633\u0631\u0639\u062a \u0645\u0633\u062a\u0642\u0631 \u0634\u062f\u060c \u0628\u0647\u200c\u062e\u0635\u0648\u0635 \u0627\u06af\u0631 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0648 \u0633\u0627\u062e\u062a\u0646 \u0627\u0632 \u06cc\u06a9 \u0627\u06cc\u062f\u0647 \u06cc\u0627 \u062a\u0648\u0644\u06cc\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u062e\u0648\u062f \u062f\u0627\u0631\u06cc\u062f.<\/p>\n<p><strong>\u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0631\u0627\u0647 \u062d\u0644<\/strong><\/p>\n<p>\u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0631\u0627\u0647\u200c\u062d\u0644\u200c\u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0633\u0627\u062e\u062a\u0647\u200c\u0634\u062f\u0647 ML \u062f\u0633\u062a\u0631\u0633\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f\u060c \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0631\u0627\u0647\u200c\u062d\u0644 \u0631\u0627 \u0645\u0631\u0648\u0631 \u06a9\u0646\u06cc\u062f\u060c \u0642\u0627\u0644\u0628\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0634\u0627\u0645\u0644 \u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0645\u0627 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0633\u0641\u0627\u0631\u0634\u06cc\u200c\u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u06cc\u06a9 \u06a9\u0644\u06cc\u06a9 \u06cc\u06a9 \u062f\u06a9\u0645\u0647 \u0627\u0633\u062a.<\/p>\n<ul>\n<li>\u0645\u0635\u0646\u0648\u0639\u0627\u062a \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0631\u0627 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0628\u06af\u0630\u0627\u0631\u06cc\u062f<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D9%88%D8%A7%D8%B1%D8%AF_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%B1%D8%A7%DB%8C%D8%AC_%D8%A8%D8%B1%D8%A7%DB%8C_Amazon_SageMaker_Jumpstart_%DA%86%DB%8C%D8%B3%D8%AA%D8%9F\"><\/span>\n<p>  \u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0631\u0627\u06cc\u062c \u0628\u0631\u0627\u06cc Amazon SageMaker Jumpstart \u0686\u06cc\u0633\u062a\u061f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Amazon SageMaker Jumpstart \u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0632\u06cc\u0631 \u0631\u0627 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<ul>\n<li>\n<p>\u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u062a\u0642\u0627\u0636\u0627<\/p>\n<\/li>\n<li>\n<p>\u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0631\u062a\u0628\u0647 \u0627\u0639\u062a\u0628\u0627\u0631\u06cc<\/p>\n<\/li>\n<li>\n<p>\u062a\u0634\u062e\u06cc\u0635 \u062a\u0642\u0644\u0628<\/p>\n<\/li>\n<li>\n<p>\u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631<\/p>\n<\/li>\n<li>\n<p>\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u0627\u0633\u0646\u0627\u062f<\/p>\n<\/li>\n<li>\n<p>\u062a\u0639\u0645\u06cc\u0631\u0627\u062a \u0642\u0627\u0628\u0644 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc<\/p>\n<\/li>\n<li>\n<p>\u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0631\u06cc\u0632\u0634<\/p>\n<\/li>\n<li>\n<p>\u062a\u0648\u0635\u06cc\u0647 \u0647\u0627\u06cc \u0634\u062e\u0635\u06cc<\/p>\n<\/li>\n<li>\n<p>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc<\/p>\n<\/li>\n<li>\n<p>\u0628\u0647\u062f\u0627\u0634\u062a \u0648 \u062f\u0631\u0645\u0627\u0646 \u0648 \u0639\u0644\u0648\u0645 \u0632\u0646\u062f\u06af\u06cc<\/p>\n<\/li>\n<li>\n<p>\u0642\u06cc\u0645\u062a \u06af\u0630\u0627\u0631\u06cc \u0645\u0627\u0644\u06cc<\/p>\n<\/li>\n<li>\n<p>\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0639\u0644\u06cc<\/p>\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%B9%D9%85%D8%A7%D8%B1%DB%8C_%D8%B1%D8%A7%D9%87_%D8%AD%D9%84\"><\/span>\n<p>  \u0645\u0639\u0645\u0627\u0631\u06cc \u0631\u0627\u0647 \u062d\u0644<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u06cc\u0646 \u0646\u0645\u0648\u062f\u0627\u0631 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc \u0645\u0646 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Amazon SageMaker Jumpstart \u0628\u0627 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0631\u0627\u0647 \u062d\u0644 ML \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 Amazon CloudFormation \u0622\u063a\u0627\u0632 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AC%D9%85%D9%88%D8%B9%D9%87_%D8%AF%D8%A7%D8%AF%D9%87\"><\/span>\n<p>  \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 Hurricane \u062f\u0631 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a <strong>\u0622\u0632\u0645\u0627\u06cc\u0634\u06af\u0627\u0647 \u062e\u062f\u0645\u0627\u062a \u0645\u0627\u0644\u06cc<\/strong> \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u062e\u0633\u0627\u0631\u062a<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D9%BE%DB%8C%D8%B4_%D9%86%DB%8C%D8%A7%D8%B2%D9%87%D8%A7\"><\/span>\n<p>  \u067e\u06cc\u0634 \u0646\u06cc\u0627\u0632\u0647\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u06cc\u06a9 \u062d\u0633\u0627\u0628 AWS \u0645\u0648\u062c\u0648\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06cc\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06cc\u06a9 \u062d\u0633\u0627\u0628 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u06a9\u0627\u0631\u0628\u0631 \u0648 \u06af\u0631\u0648\u0647 \u0627\u062f\u0627\u0631\u06cc \u0648\u0627\u0631\u062f \u0634\u0648\u06cc\u062f\n<\/li>\n<\/ul>\n<p>\u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0645\u062c\u0648\u0632\u0647\u0627\u06cc IAM \u0634\u0645\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0627\u062f\u0627\u0631\u06cc \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u062e\u062f\u0645\u0627\u062a AWS \u0632\u06cc\u0631 \u0631\u0627 \u0645\u06cc \u062f\u0647\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>{\n    \"Version\": \"2012-10-17\",\n    \"Statement\": [\n        {\n            \"Effect\": \"Allow\",\n            \"Action\": [\n                \"sagemaker:*\"\n            ],\n            \"Resource\": [\n                \"arn:aws:sagemaker:*:*:domain\/*\",\n                \"arn:aws:sagemaker:*:*:user-profile\/*\",\n                \"arn:aws:sagemaker:*:*:app\/*\",\n                \"arn:aws:sagemaker:*:*:flow-definition\/*\"\n            ]\n        },\n        {\n            \"Effect\": \"Allow\",\n            \"Action\": [\n                \"iam:GetRole\",\n                \"servicecatalog:*\"\n            ],\n            \"Resource\": [\n                \"*\"\n            ]\n        }\n    ]\n}\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A2%D9%85%D9%88%D8%B2%D8%B4_1_%D9%88%D8%B1%D9%88%D8%AF_%D8%A8%D9%87_%D8%AF%D8%A7%D9%85%D9%86%D9%87_Amazon_SageMaker\"><\/span>\n<p>  \u0622\u0645\u0648\u0632\u0634 1: \u0648\u0631\u0648\u062f \u0628\u0647 \u062f\u0627\u0645\u0646\u0647 Amazon SageMaker<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u0634\u0631\u0648\u0639 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Amazon SageMaker\u060c \u0628\u0627\u06cc\u062f \u062f\u0627\u0645\u0646\u0647 SageMaker \u0631\u0627 \u0646\u06cc\u0632 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 1: \u0628\u0647 Amazon SageMaker \u0628\u0631\u0648\u06cc\u062f \u0648 \u0645\u0646\u0637\u0642\u0647 AWS \u0631\u0627 \u06a9\u0647 \u062a\u0631\u062c\u06cc\u062d \u0645\u06cc \u062f\u0647\u06cc\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f.  \u0645\u0646 \u0645\u0646\u0637\u0642\u0647 AWS \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u062e\u0648\u0627\u0647\u0645 \u06a9\u0631\u062f <strong>\u0622\u0633\u06cc\u0627 \u0648 \u0627\u0642\u06cc\u0627\u0646\u0648\u0633\u06cc\u0647 ap-southeast-2<\/strong>.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213527_671_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"Sagemkaer\" loading=\"lazy\" width=\"800\" height=\"159\" title=\"\"><\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 2: \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f <strong>\u062f\u0627\u0645\u0646\u0647 \u0647\u0627<\/strong> \u062f\u0631 \u0645\u0646\u0648\u06cc \u0633\u0645\u062a \u0686\u067e<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.png\" alt=\"\u062f\u0627\u0645\u0646\u0647\" loading=\"lazy\" width=\"800\" height=\"254\" title=\"\"><\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 3: \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f <strong>\u062f\u0627\u0645\u0646\u0647 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213527_766_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u0627\u06cc\u062c\u0627\u062f \u062f\u0627\u0645\u0646\u0647\" loading=\"lazy\" width=\"800\" height=\"453\" title=\"\"><\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 4: \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f <strong>\u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0633\u0631\u06cc\u0639<\/strong> \u062f\u0631 \u0645\u0646\u0648\u06cc \u0633\u0645\u062a \u0686\u067e<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213527_776_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u0633\u0631\u06cc\u0639\" loading=\"lazy\" width=\"800\" height=\"229\" title=\"\"><\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 5: \u06cc\u06a9 \u0646\u0627\u0645 \u062f\u0627\u0645\u0646\u0647 \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213527_695_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u0646\u0627\u0645 \u062f\u0627\u0645\u0646\u0647\" loading=\"lazy\" width=\"800\" height=\"224\" title=\"\"><\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 6: \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0646\u0627\u0645 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0632\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f <strong>\u0645\u0634\u062e\u0635\u0627\u062a \u06a9\u0627\u0631\u0628\u0631<\/strong> \u06cc\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u06cc\u06a9 \u0646\u0627\u0645 \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213527_970_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"Iuser\" loading=\"lazy\" width=\"800\" height=\"569\" title=\"\"><\/p>\n<p>\u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0645\u0646\u0648\u06cc \u06a9\u0634\u0648\u06cc\u06cc\u060c \u0646\u0642\u0634 \u0627\u062c\u0631\u0627 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f  <strong>SagemakerFullAccessrole<\/strong> \u0648 \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f <strong>\u0627\u0631\u0633\u0627\u0644<\/strong>.<\/p>\n<p>\u0627\u06af\u0631 \u0627\u06cc\u0646 \u0646\u0642\u0634 \u0627\u062c\u0631\u0627\u06cc\u06cc \u0631\u0627 \u0646\u062f\u0627\u0631\u06cc\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u06cc\u06a9\u06cc \u0631\u0627 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0647\u0645\u0686\u0646\u06cc\u0646\u060c \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u06cc\u062f \u06a9\u0647 \u06a9\u0627\u062f\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0641\u0639\u0627\u0644 \u06a9\u0631\u062f\u0646 \u00ab\u0645\u062c\u0648\u0632\u0647\u0627\u06cc SageMaker Canvas\u00bb \u0639\u0644\u0627\u0645\u062a \u0628\u0632\u0646\u06cc\u062f \u0648 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f <strong>\u0627\u0631\u0633\u0627\u0644<\/strong>.<\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 7: \u062a\u062d\u062a VPC\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u06cc\u06a9 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f <strong>VPC \u0645\u0648\u062c\u0648\u062f<\/strong> \u06cc\u0627 <strong>VPC \u067e\u06cc\u0634 \u0641\u0631\u0636<\/strong>.  \u062a\u062d\u062a VPC \u067e\u06cc\u0634 \u0641\u0631\u0636\u060c \u062f\u0648 \u0632\u06cc\u0631\u0634\u0628\u06a9\u0647 \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u062f\u0647 \u0648 \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f <strong>\u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u062f \u0648 \u0627\u062f\u0627\u0645\u0647 \u062f\u0647\u06cc\u062f<\/strong>.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213527_458_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"vpc\" loading=\"lazy\" width=\"800\" height=\"375\" title=\"\"><\/p>\n<p>\u062a\u0627 \u0686\u0646\u062f \u062f\u0642\u06cc\u0642\u0647 \u062f\u06cc\u06af\u0631\u060c \u062f\u0627\u0645\u0646\u0647 \u0628\u0627 \u0648\u0636\u0639\u06cc\u062a \u0622\u0645\u0627\u062f\u0647 \u0628\u0627 \u0646\u0627\u0645 \u0646\u0645\u0627\u06cc\u0647 \u06a9\u0627\u0631\u0628\u0631 \u0648\u0627\u0631\u062f \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213527_818_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u06a9\u0627\u0631\u0628\u0631 \u0622\u0645\u0627\u062f\u0647 \u0627\u0633\u062a\" loading=\"lazy\" width=\"800\" height=\"326\" title=\"\"><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A2%D9%85%D9%88%D8%B2%D8%B4_2_%D8%A7%D8%B3%D8%AA%D9%88%D8%AF%DB%8C%D9%88%DB%8C_Amazon_SageMaker_%D8%B1%D8%A7_%D8%A8%D8%A7_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_%DA%A9%D9%86%D8%B3%D9%88%D9%84_%D9%85%D8%AF%DB%8C%D8%B1%DB%8C%D8%AA_%D8%A2%D9%85%D8%A7%D8%B2%D9%88%D9%86_%D8%B1%D8%A7%D9%87_%D8%A7%D9%86%D8%AF%D8%A7%D8%B2%DB%8C_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  \u0622\u0645\u0648\u0632\u0634 2: \u0627\u0633\u062a\u0648\u062f\u06cc\u0648\u06cc Amazon SageMaker \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u0646\u0633\u0648\u0644 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0622\u0645\u0627\u0632\u0648\u0646 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u0631\u062d\u0644\u0647 1: \u062f\u0631 \u0646\u0648\u0627\u0631 \u062c\u0633\u062a\u062c\u0648\u060c \u06a9\u0644\u0645\u0647 &#8220;SageMaker&#8221; \u0631\u0627 \u062a\u0627\u06cc\u067e \u06a9\u0646\u06cc\u062f \u062a\u0627 \u06a9\u0646\u0633\u0648\u0644 SageMaker \u0622\u0645\u0627\u0632\u0648\u0646 \u0628\u0627\u0632 \u0634\u0648\u062f.  \u062f\u0631 \u0645\u0646\u0648\u06cc \u0633\u0645\u062a \u0686\u067e \u0628\u0647 \u0645\u0633\u06cc\u0631 \u0628\u0631\u0648\u06cc\u062f <strong>\u0627\u0633\u062a\u0648\u062f\u06cc\u0648<\/strong> \u0648 \u0646\u0627\u0645 \u062f\u0627\u0645\u0646\u0647 \u062c\u062f\u06cc\u062f \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f\u060c \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f <strong>\u0627\u0633\u062a\u0648\u062f\u06cc\u0648 \u0631\u0627 \u0628\u0627\u0632 \u06a9\u0646\u06cc\u062f<\/strong>.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213527_717_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u0622\u06cc\u0648\u067e\u0646\" loading=\"lazy\" width=\"800\" height=\"208\" title=\"\"><\/p>\n<p>\u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0627\u0633\u062a\u0648\u062f\u06cc\u0648\u06cc \u0622\u0645\u0627\u0632\u0648\u0646 SageMaker \u0686\u0646\u062f \u0644\u062d\u0638\u0647 \u0637\u0648\u0644 \u0645\u06cc \u06a9\u0634\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213527_484_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc\" loading=\"lazy\" width=\"800\" height=\"263\" title=\"\"><\/p>\n<p>\u0634\u0645\u0627 \u0628\u0647 \u0635\u0641\u062d\u0647 \u0627\u0635\u0644\u06cc Amazon SageMaker Studio \u0647\u062f\u0627\u06cc\u062a \u0645\u06cc \u0634\u0648\u06cc\u062f \u062a\u0627 \u062a\u0623\u06cc\u06cc\u062f \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u062f\u0627\u0645\u0646\u0647 SageMaker Studio \u0631\u0627 \u0628\u0627 \u0645\u0648\u0641\u0642\u06cc\u062a \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u06a9\u0631\u062f\u0647 \u0627\u06cc\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213527_403_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u0627\u0633\u062a\u0648\u062f\u06cc\u0648 \u062e\u0627\u0646\u06af\u06cc\" loading=\"lazy\" width=\"800\" height=\"535\" title=\"\"><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A2%D9%85%D9%88%D8%B2%D8%B4_3_%D9%86%D8%AD%D9%88%D9%87_%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D9%88_%D8%A7%D8%B3%D8%AA%D9%82%D8%B1%D8%A7%D8%B1_%DB%8C%DA%A9_%D9%85%D8%AF%D9%84_%D8%B7%D8%A8%D9%82%D9%87_%D8%A8%D9%86%D8%AF%DB%8C_%D8%AA%D8%B5%D9%88%DB%8C%D8%B1_%D8%A8%D8%A7_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_Amazon_SageMaker_Jumpstart\"><\/span>\n<p>  \u0622\u0645\u0648\u0632\u0634 3: \u0646\u062d\u0648\u0647 \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u06cc\u06a9 \u0645\u062f\u0644 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Amazon SageMaker Jumpstart<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634\u060c Amazon SageMaker Jumpstart \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u06cc\u06a9 \u0645\u062f\u0644 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0628\u0631 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0637\u0648\u0641\u0627\u0646 \u0647\u0627\u0631\u0648\u06cc 2017 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u062f \u0634\u062f.<\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 1: \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u0646\u0648\u062a \u0628\u0648\u06a9 \u0647\u0627\u06cc Jupyter \u0628\u0647 \u0627\u0633\u062a\u0648\u062f\u06cc\u0648\u06cc Amazon SageMaker \u062a\u0648\u0633\u0637:<\/p>\n<ul>\n<li>\u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062f\u0646 <strong>\u0641\u0627\u06cc\u0644 -> \u062c\u062f\u06cc\u062f -> \u062a\u0631\u0645\u06cc\u0646\u0627\u0644<\/strong>\n<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213527_251_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u0648\u0627\u0631\u062f \u0643\u0631\u062f\u0646\" loading=\"lazy\" width=\"800\" height=\"176\" title=\"\"><\/p>\n<p>\u0645\u062d\u06cc\u0637 \u062a\u0631\u0645\u06cc\u0646\u0627\u0644 \u0645\u0637\u0627\u0628\u0642 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0645\u06cc \u0634\u0648\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213527_293_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u062d\u0633\u0627\u062f\u062a \u06a9\u0631\u062f\u0646\" loading=\"lazy\" width=\"800\" height=\"333\" title=\"\"><\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 2: \u0628\u0627 \u06a9\u067e\u06cc \u06a9\u0631\u062f\u0646 \u0627\u06cc\u0646 \u06a9\u062f \u062f\u0631 \u062a\u0631\u0645\u06cc\u0646\u0627\u0644\u060c \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 Hurricane Harvey 2017 \u0631\u0627 \u062f\u0631 \u0646\u0648\u062a \u0628\u0648\u06a9 Amazon SageMaker \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>mkdir lcnc\ncd lcnc\nsudo yum install -y unzip\ncurl 'https:\/\/static.us-east-1.prod.workshops.aws\/public\/40de25f9-f9de-4fba-8871-0bf4761d175e\/static\/resources\/finserv\/vision.zip' --output vision.zip\nunzip vision.zip\n\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0641\u0627\u06cc\u0644 \u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631\u06cc \u0686\u0646\u062f \u062b\u0627\u0646\u06cc\u0647 \u0637\u0648\u0644 \u0645\u06cc \u06a9\u0634\u062f \u062a\u0627 \u0648\u0627\u0631\u062f \u0634\u0648\u0646\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213527_202_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u0648\u0627\u0631\u062f\u0627\u062a \u062f\u0627\u062f\u0647\" loading=\"lazy\" width=\"800\" height=\"854\" title=\"\"><\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 3: \u067e\u0646\u062c\u0631\u0647 Data \u0631\u0627 \u062f\u0631 \u0645\u0646\u0648\u06cc \u0633\u0645\u062a \u0686\u067e \u0628\u0627\u0632 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u067e\u0648\u0634\u0647 &#8220;lcnc&#8221; \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213527_257_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"Ilcnc\" loading=\"lazy\" width=\"800\" height=\"203\" title=\"\"><\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 4: \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u06a9\u0627\u0648\u0634 \u06a9\u0646\u06cc\u062f \u0648 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0632 \u067e\u0648\u0634\u0647 \u0645\u062d\u0644\u06cc SageMaker \u062f\u0631 S3 \u06a9\u067e\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u0628\u0647 <strong>lcnc\/vision\/<\/strong> \u067e\u0648\u0634\u0647<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213527_212_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u062f\u0648\u0628\u0627\u0631 \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f\" loading=\"lazy\" width=\"454\" height=\"526\" title=\"\"><\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 5: \u0631\u0648\u06cc \u0646\u0648\u062a \u0628\u0648\u06a9 jupyter &#8216;explore-data.ipynb&#8217; \u062f\u0648\u0628\u0627\u0631 \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f \u0648 \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f <strong>\u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f<\/strong>.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213528_228_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u0627\u06cc\u0648\u067e\" loading=\"lazy\" width=\"800\" height=\"473\" title=\"\"><\/p>\n<p>\u0627\u06cc\u0646 \u0647\u0633\u062a\u0647 \u0631\u0627 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213528_51_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u0647\u0633\u062a\u0647 \u0638\u0631\u06cc\u0641\" loading=\"lazy\" width=\"800\" height=\"566\" title=\"\"><\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 6: \u062a\u0645\u0627\u0645 \u0633\u0644\u0648\u0644 \u0647\u0627\u06cc \u0646\u0648\u062a \u0628\u0648\u06a9 jupyter \u0631\u0627 \u0628\u0627 \u0641\u0634\u0627\u0631 \u062f\u0627\u062f\u0646 \u0631\u0648\u06cc \u0635\u0641\u062d\u0647 \u06a9\u0644\u06cc\u062f \u062e\u0648\u062f \u0627\u062c\u0631\u0627 \u0648 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f <strong>Ctrl + Enter<\/strong>.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213528_663_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u0627\u062c\u0631\u0627 \u06a9\u0631\u062f\u0646\" loading=\"lazy\" width=\"800\" height=\"463\" title=\"\"><\/p>\n<p>\u0641\u0627\u06cc\u0644 \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u067e\u0648\u0634\u0647 \u0645\u062d\u0644\u06cc \u0628\u0627 \u0645\u0648\u0641\u0642\u06cc\u062a \u062f\u0631 \u0633\u0637\u0644 \u0622\u0645\u0627\u0632\u0648\u0646 S3 \u0634\u0645\u0627 \u0622\u067e\u0644\u0648\u062f \u0634\u062f\u0646\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213528_387_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u0622\u067e\u0644\u0648\u062f\u0647\u0627 3\" loading=\"lazy\" width=\"800\" height=\"366\" title=\"\"><\/p>\n<p>\u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631\u06cc \u0627\u0632 \u067e\u0648\u0634\u0647 \u0645\u062d\u0644\u06cc \u0648 \u062f\u0631 \u067e\u0648\u0634\u0647 \u00abdamage-clf\u00bb \u0633\u0637\u0644 Amazon S3 \u0634\u0645\u0627 \u0622\u067e\u0644\u0648\u062f \u0634\u062f\u0647\u200c\u0627\u0646\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213528_333_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u0641\u0627\u06cc\u0644\" loading=\"lazy\" width=\"800\" height=\"249\" title=\"\"><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213528_823_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u0622\u0633\u06cc\u0628\" loading=\"lazy\" width=\"800\" height=\"291\" title=\"\"><\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 7: \u0628\u0631\u0627\u06cc \u0631\u0641\u062a\u0646 \u0628\u0647 \u0635\u0641\u062d\u0647 \u0627\u0635\u0644\u06cc \u0631\u0648\u06cc \u0646\u0645\u0627\u062f &#8220;\u062e\u0627\u0646\u0647&#8221; \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f \u0648 \u0628\u0647 \u067e\u0627\u06cc\u06cc\u0646 \u0628\u0647 \u067e\u0627\u06cc\u06cc\u0646 \u0628\u0631\u0648\u06cc\u062f \u062a\u0627 <strong>SageMaker Jumpstart<\/strong> \u0648 \u0631\u0648\u06cc \u00ab\u0645\u062f\u0644\u200c\u0647\u0627\u060c \u0646\u0648\u062a\u200c\u0628\u0648\u06a9\u200c\u0647\u0627\u060c \u0631\u0627\u0647\u200c\u062d\u0644\u200c\u0647\u0627\u00bb \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u00ab\u0628\u0627\u063a\u200c\u0648\u062d\u0634 \u0645\u062f\u0644\u00bb \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0634\u0627\u0645\u0644 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634\u200c\u062f\u06cc\u062f\u0647\u060c \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0646\u0648\u062a\u200c\u0628\u0648\u06a9 \u0648 \u0631\u0627\u0647\u200c\u062d\u0644\u200c\u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213528_909_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u0628\u0627\u063a \u0648\u062d\u0634 \u0645\u062f\u0644\" loading=\"lazy\" width=\"800\" height=\"399\" title=\"\"><\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 8: \u0628\u0647 \u067e\u0627\u06cc\u06cc\u0646 \u0628\u0631\u0648\u06cc\u062f \u062a\u0627 \u0628\u0647 \u0628\u062e\u0634 \u00ab\u06a9\u0627\u0648\u0634 \u062f\u0631 \u0647\u0645\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 (162)\u00bb \u0628\u0631\u0633\u06cc\u062f \u0648 \u0631\u0648\u06cc \u0627\u06cc\u0646 \u067e\u06cc\u0648\u0646\u062f \u062f\u0648\u0628\u0627\u0631 \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213528_945_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u06a9\u0644\u0627\u0633 \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"364\" title=\"\"><\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 9: \u0645\u062f\u0644 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f <strong>Resnet 50<\/strong> \u0648 \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f <strong>\u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u062f\u0644<\/strong>.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213528_187_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u0622\u06cc\u0631\u0633\" loading=\"lazy\" width=\"800\" height=\"289\" title=\"\"><\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 10: \u0627\u0632 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 Resnet 50\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f <strong>\u0627\u0633\u062a\u0642\u0631\u0627\u0631<\/strong> \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 (ImageNet) \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc \u0628\u0644\u0627\u062f\u0631\u0646\u06af SageMaker \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0646\u062a\u0627\u062c.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213528_136_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u0636\u0639\u06cc\u0641\" loading=\"lazy\" width=\"800\" height=\"694\" title=\"\"><\/p>\n<p>\u0645\u0631\u0627\u062d\u0644 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0686\u0646\u062f \u062b\u0627\u0646\u06cc\u0647 \u0637\u0648\u0644 \u0645\u06cc \u06a9\u0634\u062f \u062a\u0627 \u06a9\u0627\u0645\u0644 \u0634\u0648\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213528_365_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u0631\u0648\u0646\u062f\" loading=\"lazy\" width=\"800\" height=\"390\" title=\"\"><\/p>\n<p>\u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc \u0645\u062f\u0644 \u062f\u0631 \u062e\u062f\u0645\u062a \u0627\u0633\u062a \u0648 \u0622\u0645\u0627\u062f\u0647 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0627\u0633\u062a.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213528_536_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u06a9\u0646\u062f\" loading=\"lazy\" width=\"800\" height=\"585\" title=\"\"><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A2%D9%85%D9%88%D8%B2%D8%B4_4_%D9%85%D8%AF%D9%84_%D8%B1%D8%A7_%D8%A8%D9%87_%D8%AE%D9%88%D8%A8%DB%8C_%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%DA%A9%D9%86%DB%8C%D8%AF_%D9%88_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7%DB%8C_%D8%B3%D9%81%D8%A7%D8%B1%D8%B4%DB%8C_%D8%B1%D8%A7_%D9%88%D8%A7%D8%B1%D8%AF_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  \u0622\u0645\u0648\u0632\u0634 4: \u0645\u062f\u0644 \u0631\u0627 \u0628\u0647 \u062e\u0648\u0628\u06cc \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f \u0648 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u0631\u062d\u0644\u0647 1: \u0628\u0631\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0645\u062f\u0644 \u062f\u0631 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0633\u0641\u0627\u0631\u0634\u06cc \u0622\u0633\u06cc\u0628 \u0637\u0648\u0641\u0627\u0646\u060c \u0645\u06a9\u0627\u0646 S3 \u062a\u0635\u0627\u0648\u06cc\u0631\u06cc \u0631\u0627 \u06a9\u0647 \u0628\u0647 \u062a\u0627\u0632\u06af\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 &#8220;\u0646\u0641\u062a\u200c\u0628\u0648\u06a9 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0648\u0634&#8221; \u0622\u067e\u0644\u0648\u062f \u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u0645 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f \u0648 \u0646\u0648\u0639 \u0646\u0645\u0648\u0646\u0647\u200c\u0627\u06cc \u0631\u0627 \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645\u060c \u0645\u0637\u0627\u0628\u0642 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213528_435_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u0642\u0637\u0627\u0631 - \u062a\u0639\u0644\u06cc\u0645 \u062f\u0627\u062f\u0646\" loading=\"lazy\" width=\"800\" height=\"468\" title=\"\"><\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 2: \u0646\u0648\u0639 \u0646\u0645\u0648\u0646\u0647 &#8216;ml.c5.2xlarge&#8217; \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213528_524_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"deplpy comfig\" loading=\"lazy\" width=\"786\" height=\"222\" title=\"\"><\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 3: \u06cc\u06a9 \u0646\u0627\u0645 \u0645\u062f\u0644 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 hurricane-damage-abc \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u06cc\u062f<\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 4: \u0633\u0637\u0644 S3 \u062e\u0631\u0648\u062c\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc<\/p>\n<p>\u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f <strong>\u0633\u0637\u0644 \u062e\u0631\u0648\u062c\u06cc \u067e\u06cc\u0634 \u0641\u0631\u0636 S3<\/strong>.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213528_886_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u0633\u0641\u0627\u0631\u0634\u06cc\" loading=\"lazy\" width=\"800\" height=\"142\" title=\"\"><\/p>\n<p>URI S3 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u0631\u0627 \u06a9\u067e\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213528_930_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"uri \u0631\u0627 \u06a9\u067e\u06cc \u06a9\u0646\u06cc\u062f\" loading=\"lazy\" width=\"800\" height=\"292\" title=\"\"><\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 5: \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc hyper \u0631\u0627 \u0628\u0627 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0632\u06cc\u0631 \u0628\u0647 \u0631\u0648\u0632 \u06a9\u0646\u06cc\u062f \u0648 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f <strong>\u0642\u0637\u0627\u0631 &#8211; \u062a\u0639\u0644\u06cc\u0645 \u062f\u0627\u062f\u0646<\/strong>.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213528_462_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u0647\u0627\u06cc\u067e\u0631\u0646\" loading=\"lazy\" width=\"800\" height=\"679\" title=\"\"><\/p>\n<p>\u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0686\u0646\u062f \u0644\u062d\u0638\u0647 \u0637\u0648\u0644 \u0645\u06cc \u06a9\u0634\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213528_484_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u0622\u0645\u0648\u0632\u0634\" loading=\"lazy\" width=\"800\" height=\"587\" title=\"\"><\/p>\n<p>\u0627\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc \u0622\u067e\u0644\u0648\u062f \u0634\u062f\u0647 \u062f\u0631 Amazon S3 \u0628\u0627 \u0645\u0648\u0641\u0642\u06cc\u062a \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213528_755_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647\" loading=\"lazy\" width=\"800\" height=\"623\" title=\"\"><\/p>\n<p>\u062a\u0648\u062c\u0647: \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0634\u062f\u0647 \u062f\u0631 \u0633\u0637\u0644 \u0622\u0645\u0627\u0632\u0648\u0646 S3 \u0631\u0627 \u0646\u06cc\u0632 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213528_932_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u0645\u0635\u0646\u0648\u0639\u0627\u062a \u0622\u0645\u0648\u0632\u0634\u06cc\" loading=\"lazy\" width=\"800\" height=\"314\" title=\"\"><\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 5: \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 \u062f\u0642\u06cc\u0642 \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647\u060c \u062a\u0646\u0638\u06cc\u0645\u0627\u062a\u06cc \u0645\u0627\u0646\u0646\u062f \u062a\u0639\u06cc\u06cc\u0646 \u0645\u0633\u06cc\u0631 S3 URI \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0645\u0635\u0646\u0648\u0639 \u0645\u062f\u0644 \u0631\u0627 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213528_209_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u0633\u0641\u0627\u0631\u0634\u06cc \u062f\u067e\u0644\u067e\u06cc\" loading=\"lazy\" width=\"800\" height=\"406\" title=\"\"><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213528_208_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u0645\u062f\u0644 \u0647\u0627\u06cc \u062a\u0633\u062a\" loading=\"lazy\" width=\"800\" height=\"273\" title=\"\"><\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 6: \u0632\u06cc\u0631 <strong>\u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0627\u0645\u0646\u06cc\u062a\u06cc<\/strong>&#8220;Find VPC&#8221; \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f\u060c \u0633\u0647 \u0632\u06cc\u0631\u0634\u0628\u06a9\u0647 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u06af\u0631\u0648\u0647 \u0627\u0645\u0646\u06cc\u062a\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f \u0648 \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f <strong>\u0645\u0633\u062a\u0642\u0631 \u06a9\u0646\u06cc\u062f<\/strong>.<\/p>\n<p>\u067e\u0633 \u0627\u0632 \u0686\u0646\u062f \u062f\u0642\u06cc\u0642\u0647\u060c \u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc \u0628\u0627 \u0648\u0636\u0639\u06cc\u062a &#8220;\u062f\u0631 \u0633\u0631\u0648\u06cc\u0633&#8221; \u0622\u0645\u0627\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213528_241_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\" loading=\"lazy\" width=\"800\" height=\"453\" title=\"\"><\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 7: \u062f\u0631 \u0642\u0633\u0645\u062a \u0633\u0645\u062a \u0686\u067e\u060c \u0631\u0648\u06cc \u0646\u0648\u062a \u0628\u0648\u06a9 jupyter &#8216;make-predictions.ipynb&#8217; \u062f\u0648\u0628\u0627\u0631 \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0648 \u0633\u0644\u0648\u0644 \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u062f\u0641\u062a\u0631\u0686\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213528_683_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u062f\u0648\u0628\u0644\u0631\" loading=\"lazy\" width=\"800\" height=\"426\" title=\"\"><\/p>\n<p><strong>\u06cc\u0627\u062f\u062f\u0627\u0634\u062a \u0645\u0647\u0645:<\/strong> \u062f\u0631 \u0633\u0644\u0648\u0644 5\u060c \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u06cc\u062f \u06a9\u0647 \u0646\u0627\u0645 \u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0631\u0627 \u0627\u0632 \u0627\u0633\u06a9\u0631\u06cc\u0646 \u0634\u0627\u062a \u0632\u06cc\u0631 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u06a9\u0631\u062f\u0647 \u0648 \u0646\u0627\u0645 \u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc \u0645\u062f\u0644 \u0645\u0633\u062a\u0642\u0631 \u0634\u062f\u0647 \u062e\u0648\u062f \u0631\u0627 \u0627\u0632 \u0645\u0631\u062d\u0644\u0647 6 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213528_853_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"enspoint\" loading=\"lazy\" width=\"800\" height=\"164\" title=\"\"><\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 8: \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u00ab\u0622\u0633\u06cc\u0628 \u062f\u06cc\u062f\u0647\u00bb \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f.<\/p>\n<p>\u0647\u0646\u06af\u0627\u0645 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f (\u06cc\u0639\u0646\u06cc \u0639\u06a9\u0633\u200c\u0647\u0627)\u060c \u0627\u06cc\u0646 \u0627\u062d\u062a\u0645\u0627\u0644 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u062f\u0627\u0631\u0627\u06cc\u06cc \u0622\u0633\u06cc\u0628 \u062f\u06cc\u062f\u0647 \u0628\u0627\u0634\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213528_421_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u0633\u062a\" loading=\"lazy\" width=\"800\" height=\"421\" title=\"\"><\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 9: \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u00ab\u0628\u062f\u0648\u0646 \u0622\u0633\u06cc\u0628\u00bb \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f.<\/p>\n<p>\u0647\u0646\u06af\u0627\u0645 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f (\u06cc\u0639\u0646\u06cc \u0639\u06a9\u0633\u200c\u0647\u0627)\u060c \u0627\u06cc\u0646 \u0627\u062d\u062a\u0645\u0627\u0644 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u062f\u0627\u0631\u0627\u06cc\u06cc\u200c\u0647\u0627 \u0622\u0633\u06cc\u0628 \u0646\u0628\u06cc\u0646\u0646\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213528_615_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u0646\u0647\" loading=\"lazy\" width=\"800\" height=\"425\" title=\"\"><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D9%BE%D8%A7%DA%A9%D8%B3%D8%A7%D8%B2%DB%8C_%D9%85%D9%86%D8%A7%D8%A8%D8%B9\"><\/span>\n<p>  \u067e\u0627\u06a9\u0633\u0627\u0632\u06cc \u0645\u0646\u0627\u0628\u0639<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0645\u062f\u0644 \u0631\u0627 \u0628\u0627 \u0645\u0648\u0641\u0642\u06cc\u062a \u0627\u062c\u0631\u0627 \u06a9\u0631\u062f\u06cc\u062f\u060c \u0628\u0627\u06cc\u062f \u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc \u0631\u0627 \u062d\u0630\u0641 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0627\u0632 \u0635\u0648\u0631\u062a\u200c\u062d\u0633\u0627\u0628\u200c\u0647\u0627\u06cc \u0622\u062e\u0631 \u0645\u0627\u0647 \u063a\u0627\u0641\u0644\u06af\u06cc\u0631 \u0646\u0634\u0648\u06cc\u062f.<\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 1: \u0646\u0642\u0627\u0637 \u067e\u0627\u06cc\u0627\u0646\u06cc \u0631\u0627 \u0628\u0627 \u067e\u06cc\u0645\u0627\u06cc\u0634 \u0628\u0647 \u062d\u0630\u0641 \u06a9\u0646\u06cc\u062f <strong>Deployments-> Endpoints<\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213529_20_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u062d\u0630\u0641\" loading=\"lazy\" width=\"704\" height=\"1624\" title=\"\"><\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 2: \u0631\u0648\u06cc \u0644\u06cc\u0646\u06a9 \u0647\u0627 \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc \u0645\u062f\u0644 \u062d\u0630\u0641 \u0634\u0648\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213529_976_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u06cc\u06a9\u06cc \u06cc\u06a9\u06cc\" loading=\"lazy\" width=\"800\" height=\"253\" title=\"\"><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213529_834_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc \u0631\u0627 \u062d\u0630\u0641 \u06a9\u0646\u06cc\u062f\" loading=\"lazy\" width=\"800\" height=\"146\" title=\"\"><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/06\/1687213529_119_\u0628\u0627-Amazon-SageMaker-Jumpstart-Image-Classification-Model-for-Natural-Disaster.jpg\" alt=\"\u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc \u062d\u0630\u0641 \u0634\u062f\" loading=\"lazy\" width=\"800\" height=\"172\" title=\"\"><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D9%86%D8%AA%DB%8C%D8%AC%D9%87\"><\/span>\n<p>  \u0646\u062a\u06cc\u062c\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u062f\u0631\u0633\u060c \u0634\u0645\u0627 \u06cc\u0627\u062f \u06af\u0631\u0641\u062a\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 Amazon SageMaker Studio \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u062e\u0648\u062f \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u06cc\u06a9 \u0645\u062f\u0644 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u062f\u0631 Amazon SageMaker Jumpstart \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f.  \u0628\u0647 \u0633\u0627\u062e\u062a \u0648 \u06a9\u0627\u0648\u0634 \u062f\u0631 &#8220;\u0628\u0627\u063a \u0648\u062d\u0634 \u0645\u062f\u0644&#8221; Amazon SageMaker Jumpstart \u0627\u062f\u0627\u0645\u0647 \u062f\u0647\u06cc\u062f.<\/p>\n<p>\u062a\u0627 \u062f\u0631\u0633 \u0628\u0639\u062f\u06cc\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0628\u0627\u0631\u06a9!  \ud83d\ude00<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D9%86%D8%A7%D8%A8%D8%B9\"><\/span>\n<p>  \u0645\u0646\u0627\u0628\u0639<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D9%86%D8%A7%D8%A8%D8%B9-2\"><\/span>\n<p>  \u0645\u0646\u0627\u0628\u0639<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"%D8%AF%D8%B1%D8%B3_%D8%A8%D8%B9%D8%AF%DB%8C\"><\/span>\n<p>  \u062f\u0631\u0633 \u0628\u0639\u062f\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0686\u0646\u062f \u062f\u0631\u0633 \u0628\u0639\u062f\u06cc \u0628\u0647 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u06a9\u0644\u0627\u0633\u06cc\u06a9 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062e\u0648\u0627\u0647\u062f \u067e\u0631\u062f\u0627\u062e\u062a.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D9%87%D9%81%D8%AA%D9%87_%DA%AF%D8%B0%D8%B4%D8%AA%D9%87_AWS_re_Inforce_2023_%D8%AF%D8%B1_%D8%AA%D8%A7%D8%B1%DB%8C%D8%AE_13-14_%DA%98%D9%88%D8%A6%D9%86\"><\/span>\n<p>  \u0647\u0641\u062a\u0647 \u06af\u0630\u0634\u062a\u0647: AWS re:Inforce 2023 \u062f\u0631 \u062a\u0627\u0631\u06cc\u062e 13-14 \u0698\u0648\u0626\u0646<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0633\u062e\u0646\u0631\u0627\u0646\u06cc CJ Moses\u060c \u0627\u0641\u0633\u0631 \u0627\u0631\u0634\u062f \u0627\u0645\u0646\u06cc\u062a \u0627\u0637\u0644\u0627\u0639\u0627\u062a (CISO)\u060c AWS \u0631\u0627 \u0647\u0641\u062a\u0647 \u06af\u0630\u0634\u062a\u0647 \u062f\u0631 \u06cc\u0648\u062a\u06cc\u0648\u0628 \u062a\u0645\u0627\u0634\u0627 \u06a9\u0646\u06cc\u062f.  \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u062c\u0644\u0633\u0627\u062a \u0631\u0647\u0628\u0631\u06cc\u060c \u0633\u062e\u0646\u0631\u0627\u0646\u06cc\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0648 \u062c\u0644\u0633\u0627\u062a \u0634\u06a9\u0633\u062a \u0627\u0632 AWS re:Inforce 2023 \u0631\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u067e\u06cc\u0648\u0646\u062f \u062a\u0645\u0627\u0634\u0627 \u06a9\u0646\u06cc\u062f.<\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=_piUB5FrYVE\" rel=\"nofollow noopener\" target=\"_blank\">https:\/\/www.youtube.com\/watch?v=_piUB5FrYVE<\/a><br \/>\n<\/iframe>\n<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A8%D9%87_%D8%B2%D9%88%D8%AF%DB%8C_%DA%A9%D9%86%D9%81%D8%B1%D8%A7%D9%86%D8%B3_AWS_re_Invent_2023\"><\/span>\n<p>  \u0628\u0647 \u0632\u0648\u062f\u06cc: \u06a9\u0646\u0641\u0631\u0627\u0646\u0633 AWS re:Invent 2023<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0631\u0627\u06cc \u06a9\u0646\u0641\u0631\u0627\u0646\u0633 AWS re:Invent 2023 \u062f\u0631 \u062a\u0627\u0631\u06cc\u062e 27 \u0646\u0648\u0627\u0645\u0628\u0631 \u062a\u0627 1 \u062f\u0633\u0627\u0645\u0628\u0631 2023 \u062f\u0631 \u0644\u0627\u0633 \u0648\u06af\u0627\u0633 \u062b\u0628\u062a \u0646\u0627\u0645 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0634\u0645\u0627 \u0633\u062e\u0646\u0631\u0627\u0646\u06cc \u0627\u0635\u0644\u06cc \u0622\u062f\u0627\u0645 \u0633\u0644\u06cc\u067e\u0633\u06a9\u06cc\u060c \u0645\u062f\u06cc\u0631 \u0639\u0627\u0645\u0644 \u0622\u0645\u0627\u0632\u0648\u0646 \u0631\u0627 \u062f\u0631 \u06cc\u0648\u062a\u06cc\u0648\u0628 \u0628\u0631 \u062d\u0633\u0628 \u062a\u0642\u0627\u0636\u0627 \u062a\u0645\u0627\u0634\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=Xus8C2s5K9A\" rel=\"nofollow noopener\" target=\"_blank\">https:\/\/www.youtube.com\/watch?v=Xus8C2s5K9A<\/a><br \/>\n<\/iframe>\n<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0628\u0647\u0628\u0648\u062f\u06cc \u067e\u0633 \u0627\u0632 \u06cc\u06a9 \u0628\u0644\u0627\u06cc \u0637\u0628\u06cc\u0639\u06cc \u0648\u0644\u0632 \u0634\u0645\u0627\u0644\u06cc \u0646\u06cc\u0648 \u0633\u0627\u0648\u062a \u0648\u0644\u0632 \u062f\u0631 \u0633\u0627\u0644 2022 \u0633\u06cc\u0644 \u0647\u0627\u06cc \u0645\u062a\u0639\u062f\u062f\u06cc \u0631\u0627 \u062a\u062c\u0631\u0628\u0647 \u06a9\u0631\u062f\u060c \u0634\u0647\u0631 \u0644\u06cc\u0632\u0645\u0648\u0631 \u0627\u0642\u062f\u0627\u0645\u0627\u062a\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u06cc\u0627 \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0628\u0644\u0627\u06cc\u0627\u06cc \u0637\u0628\u06cc\u0639\u06cc \u062f\u0631 \u0645\u0646\u0637\u0642\u0647 \u06a9\u0645 \u0627\u0631\u062a\u0641\u0627\u0639 \u0645\u0633\u062a\u0639\u062f \u0633\u06cc\u0644 \u0646\u062f\u0627\u0634\u062a. \u067e\u0633 \u0627\u0632 \u0633\u06cc\u0644 2022\u060c \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u062c\u0648\u0627\u0645\u0639 \u0622\u0648\u0627\u0631\u0647 \u0634\u062f\u0646\u062f \u0648 \u062e\u0627\u0646\u0647 \u0647\u0627 \u063a\u06cc\u0631\u0642\u0627\u0628\u0644 \u0633\u06a9\u0648\u0646\u062a \u0627\u0639\u0644\u0627\u0645 \u0634\u062f\u0646\u062f. \u062f\u0631 &hellip;<\/p>\n","protected":false},"author":2,"featured_media":27486,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-27483","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/27483","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=27483"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/27483\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/27486"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=27483"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=27483"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=27483"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}