{"id":32705,"date":"2019-09-03T09:18:12","date_gmt":"2019-09-03T00:18:12","guid":{"rendered":"https:\/\/jirak.net\/wp\/amazon-sagemaker-%ea%b4%80%eb%a6%ac%ed%98%95-%ec%8a%a4%ed%8c%9f-%eb%aa%a8%eb%8d%b8-%ed%95%99%ec%8a%b5-%ea%b8%b0%eb%8a%a5%ec%9c%bc%eb%a1%9c-%eb%b9%84%ec%9a%a9-%ec%a0%88%ea%b0%90%ed%95%98\/"},"modified":"2019-09-03T09:34:25","modified_gmt":"2019-09-03T00:34:25","slug":"amazon-sagemaker-%ea%b4%80%eb%a6%ac%ed%98%95-%ec%8a%a4%ed%8c%9f-%eb%aa%a8%eb%8d%b8-%ed%95%99%ec%8a%b5-%ea%b8%b0%eb%8a%a5%ec%9c%bc%eb%a1%9c-%eb%b9%84%ec%9a%a9-%ec%a0%88%ea%b0%90%ed%95%98","status":"publish","type":"post","link":"https:\/\/jirak.net\/wp\/amazon-sagemaker-%ea%b4%80%eb%a6%ac%ed%98%95-%ec%8a%a4%ed%8c%9f-%eb%aa%a8%eb%8d%b8-%ed%95%99%ec%8a%b5-%ea%b8%b0%eb%8a%a5%ec%9c%bc%eb%a1%9c-%eb%b9%84%ec%9a%a9-%ec%a0%88%ea%b0%90%ed%95%98\/","title":{"rendered":"Amazon SageMaker \u2013 \uad00\ub9ac\ud615 \uc2a4\ud31f \ubaa8\ub378 \ud559\uc2b5 \uae30\ub2a5\uc73c\ub85c \ube44\uc6a9 \uc808\uac10\ud558\uae30"},"content":{"rendered":"<p>Amazon SageMaker \u2013 \uad00\ub9ac\ud615 \uc2a4\ud31f \ubaa8\ub378 \ud559\uc2b5 \uae30\ub2a5\uc73c\ub85c \ube44\uc6a9 \uc808\uac10\ud558\uae30<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/jirak.net\/wp\/wp-content\/uploads\/2019\/09\/julsimon-sm-spot-1-1024x452.png\" width=\"1024\" height=\"452\"><\/p>\n<p><a title=\"\" href=\"https:\/\/aws.amazon.com\/sagemaker\/\">Amazon SageMaker<\/a>\ub294 \uc644\uc804 \uad00\ub9ac\ud615 \uae30\uacc4 \ud559\uc2b5(ML) \uc11c\ube44\uc2a4\ub85c\uc11c, \uac1c\ubc1c\uc790\uc640 \ub370\uc774\ud130 \uacfc\ud559\uc790\ub294 \uc774\ub97c \ud1b5\ud574 \ubaa8\ub4e0 \uaddc\ubaa8\uc758 \ubaa8\ub378\uc744 \uc27d\uac8c \ube4c\ub4dc\ud558\uace0 \ud559\uc2b5\ud558\uba70 \ubc30\ud3ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub0b4\uc7a5 \uc54c\uace0\ub9ac\uc998 \ud639\uc740 \uc790\uccb4 \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uac70\ub098, <a href=\"https:\/\/aws.amazon.com\/marketplace\/solutions\/machinelearning\/\">AWS Marketplace<\/a>\uc5d0\uc11c \uc0ac\uc6a9 \uac00\ub2a5\ud55c \uc54c\uace0\ub9ac\uc998 \uc911\uc5d0\uc11c \uc120\ud0dd\ud560 \uc218 \uc788\uc5b4 ML \ubaa8\ub378\uc744 \uc2e4\ud5d8 \ub2e8\uacc4\ubd80\ud130 \uc2a4\ucf00\uc77c\uc544\uc6c3 \ud504\ub85c\ub355\uc158\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0 \ud6e8\uc52c \uc27d\uace0 \ube60\ub974\uac8c \uc9c4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc8fc\uc694 \uc774\uc810 \uc911 \ud558\ub098\ub294 \uc791\uc5c5 \uaddc\ubaa8\uc5d0 \uad00\uacc4\uc5c6\uc774 \uc778\ud504\ub77c \uad00\ub9ac\uac00 \ud544\uc694\ud558\uc9c0 \uc54a\ub2e4\ub294 \uac83\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 \ubcf5\uc7a1\ud55c \ud559\uc2b5 \ud074\ub7ec\uc2a4\ud130\ub97c \uc124\uc815 \ubc0f \uad00\ub9ac\ud558\ub294 \ub300\uc2e0 <a title=\"\" href=\"https:\/\/aws.amazon.com\/sagemaker\/\">Amazon SageMaker<\/a>\uc5d0 \uc0ac\uc6a9\ud560 <a title=\"\" href=\"https:\/\/aws.amazon.com\/ec2\/\">Amazon Elastic Compute Cloud(EC2)<\/a> \uc778\uc2a4\ud134\uc2a4 \uc720\ud615\uacfc \ud544\uc694\ud55c \uc218\ub7c9\uc744 \uc54c\ub824 \uc8fc\uae30\ub9cc \ud558\uba74 \uc801\uc808\ud55c \uc778\uc2a4\ud134\uc2a4\uac00 \uc628\ub514\ub9e8\ub4dc\ub85c \uc0dd\uc131\ub418\uace0 \uad6c\uc131\ub418\uba70 \ud559\uc2b5 \uc791\uc5c5\uc774 \uc644\ub8cc\ub418\uba74 \uc790\ub3d9\uc73c\ub85c \uc885\ub8cc\ub429\ub2c8\ub2e4. <a href=\"https:\/\/aws.amazon.com\/sagemaker\/customers\/\">\uace0\uac1d<\/a>\uc774 \uc774\ud574\ud55c \uac83\ucc98\ub7fc, \uc774\ub294 \ube44\uc6a9\uc744 \ud1b5\uc81c\ud560 \uc218 \uc788\ub294 \uac04\ub2e8\ud55c \ubc29\ubc95\uc778 \uc720\ud734 \ud559\uc2b5 \uc778\uc2a4\ud134\uc2a4\uc5d0 \ub300\ud574 \ube44\uc6a9\uc744 \uc9c0\ubd88\ud558\uc9c0 \uc54a\uc74c\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4.<\/p>\n<h3><strong><span style=\"text-decoration: underline\">Managed Spot Training&nbsp; \uc2e0\uaddc \uae30\ub2a5 \uc18c\uac1c<\/span><\/strong><\/h3>\n<p>\ud55c \uac78\uc74c \ub354 \ub098\uc544\uac00 Amazon EC2 <a href=\"https:\/\/aws.amazon.com\/ec2\/spot\/\">\uc2a4\ud31f \uc778\uc2a4\ud134\uc2a4<\/a>\ub97c \uae30\ubc18\uc73c\ub85c \ud558\ub294 \uc0c8\ub85c\uc6b4 \uae30\ub2a5\uc778 <a title=\"\" href=\"https:\/\/aws.amazon.com\/sagemaker\/\">Amazon SageMaker<\/a>\uc758 Managed Spot Training\uc744 \ubc1c\ud45c\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774\uc81c <a title=\"\" href=\"https:\/\/aws.amazon.com\/sagemaker\/\">Amazon SageMaker<\/a>\uc758 \uc628\ub514\ub9e8\ub4dc \uc778\uc2a4\ud134\uc2a4\ub97c \uc0ac\uc6a9\ud560 \ub54c\ubcf4\ub2e4 ML \ud559\uc2b5 \ube44\uc6a9\uc744 90%\uae4c\uc9c0 \uc808\uac10\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. 10\uc5ec\ub144 \uc804\uc5d0 <a href=\"https:\/\/aws.amazon.com\/blogs\/aws\/ec2-spot-instances-and-now-how-much-would-you-pay\/\">\ucd9c\uc2dc\ub41c<\/a> \uc2a4\ud31f \uc778\uc2a4\ud134\uc2a4 \uad6c\ub9e4 \uc635\uc158\uc740 AWS\uc5d0\uc11c \ud655\uc7a5 \uac00\ub2a5\ud558\uace0 \ube44\uc6a9 \ucd5c\uc801\ud654\ub41c IT \ud50c\ub7ab\ud3fc\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud55c \ud1a0\ub300\ub97c \ud615\uc131\ud588\uc2b5\ub2c8\ub2e4. \uc774\uc81c <a title=\"\" href=\"https:\/\/aws.amazon.com\/sagemaker\/\">Amazon SageMaker<\/a> \ud559\uc2b5 \uc791\uc5c5\uc740 \uc644\uc804 \uad00\ub9ac\ud615 \uc778\ud504\ub77c\uc5d0\uc11c \uc2e4\ud589\ub420 \ubfd0\ub9cc \uc544\ub2c8\ub77c \uc644\uc804 \uad00\ub9ac\ud615 \ube44\uc6a9 \ucd5c\uc801\ud654\uc758 \uc774\uc810\uc744 \ud65c\uc6a9\ud558\uc5ec \ub3d9\uc77c\ud55c \uc608\uc0b0\uc73c\ub85c \ud6e8\uc52c \ub354 \ub9ce\uc740 \uc131\uacfc\ub97c \ub2ec\uc131\ud560 \uc218 \uc788\ub3c4\ub85d \ud574\uc90d\ub2c8\ub2e4. \uc774\uc81c \uc880 \ub354 \uad6c\uccb4\uc801\uc73c\ub85c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<p>Managed Spot Training\uc740 \ubaa8\ub4e0 \uae30\uacc4 \ud559\uc2b5 \uacfc\uc815\uc5d0\uc11c \uc0ac\uc6a9 \uac00\ub2a5\ud569\ub2c8\ub2e4.<\/p>\n<ul>\n<li><a title=\"\" href=\"https:\/\/aws.amazon.com\/sagemaker\/\">Amazon SageMaker<\/a>\uac00 \uc9c0\uc6d0\ud558\ub294 \ubaa8\ub4e0 \uc778\uc2a4\ud134\uc2a4 \uc720\ud615<\/li>\n<li>ML \ubaa8\ub378: \ub0b4\uc7a5 <a href=\"https:\/\/docs.aws.amazon.com\/sagemaker\/latest\/dg\/algos.html\">\uc54c\uace0\ub9ac\uc998<\/a>, \ub0b4\uc7a5 <a href=\"https:\/\/docs.aws.amazon.com\/sagemaker\/latest\/dg\/frameworks.html\">\ud504\ub808\uc784\uc6cc\ud06c<\/a> \ubc0f \uc0ac\uc6a9\uc790 \uc9c0\uc815 <a href=\"https:\/\/docs.aws.amazon.com\/sagemaker\/latest\/dg\/your-algorithms.html\">\ubaa8\ub378<\/a><\/li>\n<li>ML \uad6c\uc131: \ub2e8\uc77c \uc778\uc2a4\ud134\uc2a4 \ud559\uc2b5, \ubd84\uc0b0 \ud559\uc2b5 \ubc0f \uc790\ub3d9 <a href=\"https:\/\/docs.aws.amazon.com\/sagemaker\/latest\/dg\/automatic-model-tuning.html\">\ubaa8\ub378 \ud29c\ub2dd<\/a><\/li>\n<\/ul>\n<p>\uc644\uc804 \uad00\ub9ac\ud615 \uc11c\ube44\uc2a4\ub97c \uc774\uc6a9\ud560 \ub54c\uc640 \uac19\uc774 \uc124\uc815\ud558\ub294 \uac83\uc740 \ub9e4\uc6b0 \uac04\ub2e8\ud569\ub2c8\ub2e4.<\/p>\n<ul>\n<li>\ucf58\uc194\uc744 \uc0ac\uc6a9\ud560 \ub54c\ub294 \uae30\ub2a5\uc744 \ucf1c\uae30\ub9cc \ud558\uba74 \ub429\ub2c8\ub2e4.<\/li>\n<li><a href=\"https:\/\/github.com\/aws\/sagemaker-python-sdk\">Amazon SageMaker SDK<\/a>\ub97c \uc774\uc6a9\ud560 \ub54c\ub294 <code>Estimator<\/code> \uc0dd\uc131\uc790\uc5d0\uc11c <code>train_use_spot_instances<\/code>\ub97c <code>true<\/code>\ub85c \uc124\uc815\ud558\uae30\ub9cc \ud558\uba74 \ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>\uc774\uac8c \uc804\ubd80\uc774\uba70 \uc774\ub807\uac8c \ud558\uba74 90%\uae4c\uc9c0 \ube44\uc6a9\uc744 \uc808\uc57d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3><span style=\"text-decoration: underline\"><strong>\uc11c\ubc84 \ud68c\uc218 \uc54c\ub9bc\uc5d0 \ub300\ud55c \ucc98\ub9ac<br \/> <\/strong><\/span><\/h3>\n<p>Managed Spot Training\uc744 \uc774\uc6a9\ud560 \ub54c\ub294 \uc911\uc694\ud55c \ucc28\uc774\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4. \ud559\uc2b5 \uc791\uc5c5\uc774 \uc644\ub8cc\ub420 \ub54c\uae4c\uc9c0 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \uc628\ub514\ub9e8\ub4dc \ud559\uc2b5 \uc778\uc2a4\ud134\uc2a4\uc640\ub294 \ub2ec\ub9ac Managed Spot Training \uc778\uc2a4\ud134\uc2a4\ub294 \uc2a4\ud31f \uad6c\ub9e4 \uc635\uc158\uc5d0 \ub530\ub77c \uc0ac\uc6a9\uc911\uc774\ub358 \ucef4\ud4e8\ud305 \uc6a9\ub7c9\uc774 \uc5b8\uc81c\ub4e0\uc9c0 \ud68c\uc218\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p><a title=\"\" href=\"https:\/\/aws.amazon.com\/ec2\/\">Amazon EC2<\/a> \uc2a4\ud31f \uc778\uc2a4\ud134\uc2a4\ub97c \uc0ac\uc6a9\ud560 \ub54c\ub294 <a href=\"https:\/\/docs.aws.amazon.com\/AWSEC2\/latest\/UserGuide\/spot-interruptions.html\">\uc885\ub8cc \uc54c\ub9bc<\/a>\uc744 2\ubd84 \uba3c\uc800 \ubc1b\uac8c \ub418\ubbc0\ub85c \uc9c1\uc811 \uc801\uc808\ud55c \uc870\uce58\ub97c \ucde8\ud574\uc57c \ud569\ub2c8\ub2e4. \ud558\uc9c0\ub9cc, \ud559\uc2b5 \uc791\uc5c5\uc744 \uc7a0\uae50 \uc911\ub2e8\ud558\uace0, \uc801\uc808\ud55c \uc2a4\ud31f \uc6a9\ub7c9\uc744 \ub2e4\uc2dc \ud655\ubcf4\ud55c \ud6c4 \ud559\uc2b5 \uc791\uc5c5\uc744 \uc7ac\uac1c\ud558\ub294 \ud504\ub85c\uc138\uc2a4\ub97c \uc790\ub3d9\uc73c\ub85c \ucc98\ub9ac\ud569\ub2c8\ub2e4. \uc774\ub294 Managed Spot Training\uc740 \uc791\uc5c5 \uc2dc\uc791 \uc2dc\uac04 \ubc0f \uc791\uc5c5 \uae30\uac04\uc774 \uc720\ub3d9\uc801\uc77c \ub54c \ud2b9\ud788 \uc720\uc6a9\ud569\ub2c8\ub2e4. <code>MaxWaitTimeInSeconds<\/code> \ud30c\ub77c\ubbf8\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud559\uc2b5 \uc791\uc5c5\uc758 \ucd1d \uae30\uac04(\uc2e4\uc81c \ud559\uc2b5 \uc2dc\uac04+\ub300\uae30 \uc2dc\uac04)\uc744 \uc81c\uc5b4\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub9cc\uc57d \ud559\uc2b5 \uc791\uc5c5\uc774 \uc911\ub2e8\ub41c \uacbd\uc6b0, \ucc98\uc74c\ubd80\ud130 \ub2e4\uc2dc \uc2dc\uc791\ud558\ub294 \uc0c1\ud669\uc744 \ubc29\uc9c0\ud558\ub824\uba74 \ubaa8\ub378\uc744 \uc815\uae30\uc801\uc73c\ub85c \ud559\uc2b5\uc5d0 \uc800\uc7a5\ud558\ub294 \ubc29\ubc95\uc778 \uccb4\ud06c\ud3ec\uc778\ud2b8\ub97c \uad6c\ud604\ud558\ub294 \uac83\uc774 \uc88b\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc801\uc808\ud788 \uc815\uc758\ub41c \uc2dc\uc810\ubd80\ud130, \ubd80\ubd84\uc801\uc73c\ub85c \ud559\uc2b5\ub41c \uac00\uc7a5 \ucd5c\uadfc\uc758 \ubaa8\ub378\uc5d0 \uc774\uc5b4 \uacc4\uc18d\ud574\uc11c \ud559\uc2b5 \uc791\uc5c5\uc744 \uc7ac\uac1c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li style=\"padding-bottom: 0.5em\">\ub0b4\uc7a5 \ud504\ub808\uc784\uc6cc\ud06c \ubc0f \uc0ac\uc6a9\uc790 \uc9c0\uc815 \ubaa8\ub378: \ud559\uc2b5 \ucf54\ub4dc\ub97c \uc644\ubcbd\ud558\uac8c \uc81c\uc5b4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc801\uc808\ud55c API\uc640 \ud568\uaed8 <code>CheckpointConfig<\/code> \ud30c\ub77c\ubbf8\ud130\uc5d0 \uc815\uc758\ud558\uace0 SageMaker <code>Estimator<\/code>\uc5d0 \uc804\ub2ec\ud55c \uc704\uce58\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378 \uccb4\ud06c\ud3ec\uc778\ud2b8\ub97c <a title=\"\" href=\"https:\/\/aws.amazon.com\/s3\/\">Amazon Simple Storage Service(S3)<\/a>\uc5d0 \uc815\uae30\uc801\uc73c\ub85c \uc800\uc7a5\ud558\uae30\ub9cc \ud558\uba74 \ub429\ub2c8\ub2e4. TensorFlow\ub294 \uae30\ubcf8\uc801\uc73c\ub85c \uccb4\ud06c\ud3ec\uc778\ud2b8\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \ub2e4\ub978 \ud504\ub808\uc784\uc6cc\ud06c\uc5d0 \ub300\ud55c \uc608\ub294 <a href=\"https:\/\/github.com\/awslabs\/amazon-sagemaker-examples\/tree\/master\/sagemaker-python-sdk\">\uc0d8\ud50c \ub178\ud2b8\ubd81<\/a> \ubc0f <a href=\"https:\/\/docs.aws.amazon.com\/sagemaker\/latest\/dg\/frameworks.html\">\uc124\uba85\uc11c<\/a>\uc5d0\uc11c \ucc3e\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li>\ub0b4\uc7a5 \uc54c\uace0\ub9ac\uc998: \ucef4\ud4e8\ud130 \ube44\uc804 \uc54c\uace0\ub9ac\uc998\uc740 \uccb4\ud06c\ud3ec\uc778\ud2b8(<a href=\"https:\/\/docs.aws.amazon.com\/sagemaker\/latest\/dg\/object-detection.html\">Object Detection<\/a>, <a href=\"https:\/\/docs.aws.amazon.com\/sagemaker\/latest\/dg\/semantic-segmentation.html\">Semantic Segmentation<\/a> \ubc0f \uace7 \uc81c\uacf5\ub420 <a href=\"https:\/\/docs.aws.amazon.com\/sagemaker\/latest\/dg\/image-classification.html\">Image Classification<\/a>)\ub97c \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc54c\uace0\ub9ac\uc998\uc740 \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ud559\uc2b5\ud558\uace0 \ub2e4\ub978 \uc54c\uace0\ub9ac\uc998\ubcf4\ub2e4 \uc2e4\ud589 \uc2dc\uac04\uc774 \uae38\uae30 \ub54c\ubb38\uc5d0 \uc911\ub2e8\ub420 \uac00\ub2a5\uc131\uc774 \ub354 \ub192\uc2b5\ub2c8\ub2e4. \ud604\uc7ac \ub2e4\ub978 \ub0b4\uc7a5 \uc54c\uace0\ub9ac\uc998\uc740 \uccb4\ud06c\ud3ec\uc778\ud2b8\ub97c \uc9c0\uc6d0\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>\uc774\uac83\uc73c\ub85c \uc124\uba85\uc744 \ub9c8\uce58\uace0 \ube60\ub978 \ub370\ubaa8\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h3><span style=\"text-decoration: underline\"><strong>Managed Spot Training\uc744 \ud1b5\ud55c \ubaa8\ub378 \ud559\uc2b5\ud558\uae30<\/strong><\/span><\/h3>\n<p>\uc2a4\ud31f\uc744 \ud1b5\ud55c \ud559\uc2b5\uc744 \ud14c\uc2a4\ud2b8\ud574 \ubcf4\uae30 \uc704\ud574 <a href=\"https:\/\/github.com\/awslabs\/amazon-sagemaker-examples\/blob\/master\/introduction_to_amazon_algorithms\/imageclassification_caltech\/Image-classification-fulltraining-highlevel.ipynb\">\uc0d8\ud50c \ub178\ud2b8\ubd81<\/a>\uc744 \uc628\ub514\ub9e8\ub4dc \ud559\uc2b5 \ub300\uc2e0 Managed Spot Training\uc73c\ub85c \ub3d9\uc77c\ud55c \uc791\uc5c5\uc744 \ud559\uc2b5\ud558\uaca0\uc2b5\ub2c8\ub2e4. \uc55e\uc5d0\uc11c \uc124\uba85\ud55c \uac83\ucc98\ub7fc \ub2e4\uc74c \ub450 \uc791\uc5c5\ub9cc \uc218\ud589\ud558\uba74 \ub429\ub2c8\ub2e4.<\/p>\n<ul>\n<li>Managed Spot Training \ud65c\uc131\ud654<\/li>\n<li><code>MaxWaitTimeInSeconds<\/code> \uc124\uc815<\/li>\n<\/ul>\n<p>\uba3c\uc800 \ud559\uc2b5 \uc791\uc5c5\uc758 \uc774\ub984\uc744 \uc9c0\uc815\ud558\uace0 \uc791\uc5c5\uc5d0 \uc801\uc808\ud55c <a title=\"\" href=\"https:\/\/aws.amazon.com\/iam\/\">AWS Identity and Access Management(IAM)<\/a> \uad8c\ud55c\uc774 \uc788\ub294\uc9c0 \ud655\uc778\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<p><a href=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/08\/20\/julsimon-sm-spot-1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"size-large wp-image-30434 aligncenter\" style=\"border: 1px solid black\" src=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/08\/20\/julsimon-sm-spot-1-1024x452.png\" alt=\"\" width=\"1024\" height=\"452\" \/><\/a><\/p>\n<p>\uadf8\ub7f0 \ub2e4\uc74c \uac1d\uccb4 \uac10\uc9c0\ub97c \uc704\ud55c \ub0b4\uc7a5 \uc54c\uace0\ub9ac\uc998\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/p>\n<p><a href=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/08\/20\/julsimon-sm-spot-2.png\"><img loading=\"lazy\" decoding=\"async\" class=\"size-large wp-image-30435 aligncenter\" style=\"border: 1px solid black\" src=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/08\/20\/julsimon-sm-spot-2-1024x808.png\" alt=\"\" width=\"1024\" height=\"808\" \/><\/a><\/p>\n<p>\uadf8\ub7f0 \ub2e4\uc74c \ud559\uc2b5 \uc791\uc5c5\uc758 \uc778\uc2a4\ud134\uc2a4 \uac1c\uc218 \ubc0f \uc778\uc2a4\ud134\uc2a4 \uc720\ud615\uc744 \uc120\ud0dd\ud558\uace0 \uccb4\ud06c\ud3ec\uc778\ud2b8\uc6a9 \uc2a4\ud1a0\ub9ac\uc9c0\uac00 \ucda9\ubd84\ud55c\uc9c0 \ud655\uc778\ud569\ub2c8\ub2e4.<\/p>\n<p><a href=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/08\/20\/julsimon-sm-spot-3.png\"><img loading=\"lazy\" decoding=\"async\" class=\"size-large wp-image-30437 aligncenter\" style=\"border: 1px solid black\" src=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/08\/20\/julsimon-sm-spot-3-1024x589.png\" alt=\"\" width=\"1024\" height=\"589\" \/><\/a><\/p>\n<p>\ub2e4\uc74c \ub2e8\uacc4\ub294 <a href=\"https:\/\/docs.aws.amazon.com\/sagemaker\/latest\/dg\/IC-Hyperparameter.html\">\ud558\uc774\ud37c \ud30c\ub77c\ubbf8\ud130<\/a>\ub97c \uc124\uc815\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \ub178\ud2b8\ubd81\uacfc \ub3d9\uc77c\ud55c \ud30c\ub77c\ubbf8\ud130\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uadf8\ub7f0 \ub2e4\uc74c \ud559\uc2b5 \ub370\uc774\ud130 \uc138\ud2b8\uc758 \uc704\uce58\uc640 \uc18d\uc131\uc744 \uc815\uc758\ud569\ub2c8\ub2e4.<\/p>\n<p><a href=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/08\/20\/julsimon-sm-spot-4.png\"><img loading=\"lazy\" decoding=\"async\" class=\"size-large wp-image-30438 aligncenter\" style=\"border: 1px solid black\" src=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/08\/20\/julsimon-sm-spot-4-1024x822.png\" alt=\"\" width=\"1024\" height=\"822\" \/><\/a><\/p>\n<p>\uac80\uc99d \ub370\uc774\ud130 \uc138\ud2b8\uc5d0 \ub300\ud574\uc11c\ub3c4 \ub3d9\uc77c\ud55c \uc791\uc5c5\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/p>\n<p><a href=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/08\/09\/juliensimon-sm-spot-6.png\"><img loading=\"lazy\" decoding=\"async\" class=\"size-large wp-image-30270 aligncenter\" style=\"border: 1px solid black\" src=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/08\/09\/juliensimon-sm-spot-6-1024x605.png\" alt=\"\" width=\"1024\" height=\"605\" \/><\/a><\/p>\n<p>\ub610\ud55c \ubaa8\ub378 \uccb4\ud06c\ud3ec\uc778\ud2b8\ub97c \uc800\uc7a5\ud560 \uc704\uce58\ub97c \uc815\uc758\ud569\ub2c8\ub2e4. \ud559\uc2b5 \uc791\uc5c5\uc774 \uc911\ub2e8\ub41c \uacbd\uc6b0 \uc774\ub97c \uc7ac\uac1c\ud558\uae30 \uc704\ud574 <a title=\"\" href=\"https:\/\/aws.amazon.com\/sagemaker\/\">Amazon SageMaker<\/a>\uac00 \ubaa8\ub378 \uccb4\ud06c\ud3ec\uc778\ud2b8\ub97c \uc120\ud0dd\ud558\ub294 \uc704\uce58\uc785\ub2c8\ub2e4.<\/p>\n<p><a href=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/08\/20\/julsimon-sm-spot-6.png\"><img loading=\"lazy\" decoding=\"async\" class=\"size-large wp-image-30440 aligncenter\" style=\"border: 1px solid black\" src=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/08\/20\/julsimon-sm-spot-6-1024x379.png\" alt=\"\" width=\"1024\" height=\"379\" \/><\/a><\/p>\n<p>\ucd5c\uc885 \ubaa8\ub378 \uacb0\uacfc\ubb3c(\uc544\ud2f0\ud329\ud2b8)\uac00 \uc800\uc7a5\ub420 \uc704\uce58\uc785\ub2c8\ub2e4.<\/p>\n<p><a href=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/08\/20\/julsimon-sm-spot-7.png\"><img loading=\"lazy\" decoding=\"async\" class=\"size-large wp-image-30441 aligncenter\" style=\"border: 1px solid black\" src=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/08\/20\/julsimon-sm-spot-7-1024x298.png\" alt=\"\" width=\"1024\" height=\"298\" \/><\/a><\/p>\n<p>\ucd5c\ub300 \ub300\uae30 \uc2dc\uac04\uc744 \uc5ec\uc720 \uc788\uac8c 48\uc2dc\uac04\uc73c\ub85c \uad6c\uc131\ud558\uc5ec Managed Spot Training\uc744 \ud65c\uc131\ud654\ud558\ub294 \uc704\uce58\uc785\ub2c8\ub2e4.<\/p>\n<p><a href=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/08\/20\/julsimon-sm-spot-8.png\"><img loading=\"lazy\" decoding=\"async\" class=\"size-large wp-image-30442 aligncenter\" style=\"border: 1px solid black\" src=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/08\/20\/julsimon-sm-spot-8-1024x354.png\" alt=\"\" width=\"1024\" height=\"354\" \/><\/a><\/p>\n<p>\uc644\ub8cc\ub418\uc5c8\uc73c\ubbc0\ub85c \uc774 \ubaa8\ub378\uc744 \ud559\uc2b5\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ud559\uc2b5\uc774 \uc644\ub8cc\ub418\uba74 \ucf58\uc194\uc5d0 \ube44\uc6a9 \uc808\uac10 \ud6a8\uacfc\uac00 \uba85\ud655\ud558\uac8c \ub098\ud0c0\ub0a9\ub2c8\ub2e4.<\/p>\n<p><a href=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/08\/20\/julsimon-sm-spot-9.png\"><img loading=\"lazy\" decoding=\"async\" class=\"size-large wp-image-30444 aligncenter\" style=\"border: 1px solid black\" src=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/08\/20\/julsimon-sm-spot-9-1024x403.png\" alt=\"\" width=\"1024\" height=\"403\" \/><\/a><\/p>\n<p>\ubcf4\uc2dc\ub2e4\uc2dc\ud53c \ud559\uc2b5 \uc791\uc5c5\uc774 2,423\ucd08 \ub3d9\uc548 \uc2e4\ud589\ub418\uc5c8\uc9c0\ub9cc 837\ucd08 \ub3d9\uc548\uc5d0 \ub300\ud574\uc11c\ub9cc \uc694\uae08\uc774 \uccad\uad6c\ub418\ubbc0\ub85c Managed Spot Training \ub355\ubd84\uc5d0 65%\uac00 \uc808\uac10\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774 \uc8fc\uc81c\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uba74\uc11c \uc694\uae08 \uc791\ub3d9 \uc6d0\ub9ac\uc5d0 \ub300\ud574 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<p>Managed Spot \ud559\uc2b5 \uc791\uc5c5\uc740 \uc644\ub8cc\ub418\uae30 \uc804\uae4c\uc9c0 \ub610\ub294 \uc885\ub8cc\ub418\uae30 \uc804\uae4c\uc9c0 \uc2e4\ud589\ub41c \uae30\uac04\uc5d0 \ub300\ud574\uc11c\ub9cc \uc694\uae08\uc774 \ubd80\uacfc\ub429\ub2c8\ub2e4. \uccb4\ud06c\ud3ec\uc778\ud2b8\ub97c \uc0ac\uc6a9\ud558\uc9c0 \uc54a\ub294 \ub0b4\uc7a5 \uc54c\uace0\ub9ac\uc998 \ubc0f AWS Marketplace \uc54c\uace0\ub9ac\uc998\uc758 \uacbd\uc6b0 \ucd5c\ub300 \ud559\uc2b5 \uc2dc\uac04\uc73c\ub85c 60\ubd84\uc744 \uc801\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4(<code>MaxWaitTimeInSeconds<\/code> \ud30c\ub77c\ubbf8\ud130).<\/p>\n<p>\ub9c8\uc9c0\ub9c9\uc73c\ub85c, \ud559\uc2b5 \uc791\uc5c5\uc744 \ub2e4\uc2dc \uc2dc\uc791\ud558\uac70\ub098 \uc7ac\uac1c\ud558\ub294 \ud69f\uc218\uc5d0 \uad00\uacc4\uc5c6\uc774 \ub370\uc774\ud130 \ub2e4\uc6b4\ub85c\ub4dc \uc2dc\uac04\uc5d0 \ub300\ud574 \uc694\uae08\uc774 \ud55c \ubc88\ub9cc \ubd80\uacfc\ub429\ub2c8\ub2e4.<\/p>\n<h3><strong><span style=\"text-decoration: underline\">\uc815\uc2dd \ucd9c\uc2dc<\/span><\/strong><\/h3>\n<p>\uc774 \uae30\ub2a5\uc740 <a title=\"\" href=\"https:\/\/aws.amazon.com\/sagemaker\/\">Amazon SageMaker<\/a>\uac00 \uc81c\uacf5\ub418\ub294 \uc11c\uc6b8 \ub9ac\uc804\uc744 \ube44\ub86f \ubaa8\ub4e0 \ub9ac\uc804\uc5d0\uc11c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc73c\ubbc0\ub85c \uc9c0\uae08 \ubc14\ub85c \ube44\uc6a9\uc744 \uc808\uac10\ud574 \ubcf4\uc2ed\uc2dc\uc624. \uc5ec\ub7ec\ubd84\uc758 \ud53c\ub4dc\ubc31\uc740 \uc5b8\uc81c\ub4e0 \ud658\uc601\ud569\ub2c8\ub2e4. <a href=\"https:\/\/forums.aws.amazon.com\/forum.jspa?forumID=285\">AWS \ud3ec\ub7fc<\/a>\uc5d0 <a title=\"\" href=\"https:\/\/aws.amazon.com\/sagemaker\/\">Amazon SageMaker<\/a>\uc5d0 \ub300\ud55c \uc758\uacac\uc744 \uac8c\uc2dc\ud558\uac70\ub098 \ud3c9\uc18c \uc774\uc6a9\ud558\ub294 AWS \uc5f0\ub77d\ucc98\ub85c \ubcf4\ub0b4\uc8fc\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n<p>\u2014 <a href=\"http:\/\/aws.amazon.com\/evangelists\/julien-simon\">Julien<\/a><\/p>\n<p>Source: <a href=\"https:\/\/aws.amazon.com\/ko\/blogs\/korea\/managed-spot-training-save-up-to-90-on-your-amazon-sagemaker-training-jobs\/\" target=\"_blank\" rel=\"noopener noreferrer\">Amazon SageMaker \u2013 \uad00\ub9ac\ud615 \uc2a4\ud31f \ubaa8\ub378 \ud559\uc2b5 \uae30\ub2a5\uc73c\ub85c \ube44\uc6a9 \uc808\uac10\ud558\uae30<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<div class=\"mh-excerpt\"><p>Amazon SageMaker \u2013 \uad00\ub9ac\ud615 \uc2a4\ud31f \ubaa8\ub378 \ud559\uc2b5 \uae30\ub2a5\uc73c\ub85c \ube44\uc6a9 \uc808\uac10\ud558\uae30 Amazon SageMaker\ub294 \uc644\uc804 \uad00\ub9ac\ud615 \uae30\uacc4 \ud559\uc2b5(ML) \uc11c\ube44\uc2a4\ub85c\uc11c, \uac1c\ubc1c\uc790\uc640 \ub370\uc774\ud130 \uacfc\ud559\uc790\ub294 \uc774\ub97c \ud1b5\ud574 \ubaa8\ub4e0 \uaddc\ubaa8\uc758 \ubaa8\ub378\uc744 \uc27d\uac8c \ube4c\ub4dc\ud558\uace0 \ud559\uc2b5\ud558\uba70 \ubc30\ud3ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub0b4\uc7a5 \uc54c\uace0\ub9ac\uc998 \ud639\uc740 \uc790\uccb4 \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uac70\ub098, AWS Marketplace\uc5d0\uc11c \uc0ac\uc6a9 \uac00\ub2a5\ud55c \uc54c\uace0\ub9ac\uc998 \uc911\uc5d0\uc11c \uc120\ud0dd\ud560 \uc218 \uc788\uc5b4 ML \ubaa8\ub378\uc744 \uc2e4\ud5d8 \ub2e8\uacc4\ubd80\ud130 \uc2a4\ucf00\uc77c\uc544\uc6c3 \ud504\ub85c\ub355\uc158\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0 \ud6e8\uc52c \uc27d\uace0 \ube60\ub974\uac8c \uc9c4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc8fc\uc694 \uc774\uc810 \uc911 \ud558\ub098\ub294 \uc791\uc5c5 \uaddc\ubaa8\uc5d0 \uad00\uacc4\uc5c6\uc774 \uc778\ud504\ub77c \uad00\ub9ac\uac00 \ud544\uc694\ud558\uc9c0 \uc54a\ub2e4\ub294 \uac83\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 \ubcf5\uc7a1\ud55c \ud559\uc2b5 \ud074\ub7ec\uc2a4\ud130\ub97c \uc124\uc815 \ubc0f \uad00\ub9ac\ud558\ub294 \ub300\uc2e0 Amazon SageMaker\uc5d0 \uc0ac\uc6a9\ud560 Amazon Elastic Compute Cloud(EC2) \uc778\uc2a4\ud134\uc2a4 \uc720\ud615\uacfc \ud544\uc694\ud55c \uc218\ub7c9\uc744 \uc54c\ub824 \uc8fc\uae30\ub9cc \ud558\uba74 \uc801\uc808\ud55c \uc778\uc2a4\ud134\uc2a4\uac00 \uc628\ub514\ub9e8\ub4dc\ub85c \uc0dd\uc131\ub418\uace0 \uad6c\uc131\ub418\uba70 \ud559\uc2b5 \uc791\uc5c5\uc774 \uc644\ub8cc\ub418\uba74 \uc790\ub3d9\uc73c\ub85c \uc885\ub8cc\ub429\ub2c8\ub2e4. \uace0\uac1d\uc774 \uc774\ud574\ud55c \uac83\ucc98\ub7fc, \uc774\ub294 \ube44\uc6a9\uc744 \ud1b5\uc81c\ud560 \uc218 \uc788\ub294 \uac04\ub2e8\ud55c \ubc29\ubc95\uc778 \uc720\ud734 \ud559\uc2b5 \uc778\uc2a4\ud134\uc2a4\uc5d0 \ub300\ud574 \ube44\uc6a9\uc744 \uc9c0\ubd88\ud558\uc9c0 \uc54a\uc74c\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. Managed Spot Training&nbsp; \uc2e0\uaddc \uae30\ub2a5 \uc18c\uac1c \ud55c \uac78\uc74c \ub354 \ub098\uc544\uac00 Amazon EC2 \uc2a4\ud31f \uc778\uc2a4\ud134\uc2a4\ub97c \uae30\ubc18\uc73c\ub85c \ud558\ub294 \uc0c8\ub85c\uc6b4 \uae30\ub2a5\uc778 <a class=\"mh-excerpt-more\" href=\"https:\/\/jirak.net\/wp\/amazon-sagemaker-%ea%b4%80%eb%a6%ac%ed%98%95-%ec%8a%a4%ed%8c%9f-%eb%aa%a8%eb%8d%b8-%ed%95%99%ec%8a%b5-%ea%b8%b0%eb%8a%a5%ec%9c%bc%eb%a1%9c-%eb%b9%84%ec%9a%a9-%ec%a0%88%ea%b0%90%ed%95%98\/\" title=\"Amazon SageMaker \u2013 \uad00\ub9ac\ud615 \uc2a4\ud31f \ubaa8\ub378 \ud559\uc2b5 \uae30\ub2a5\uc73c\ub85c \ube44\uc6a9 \uc808\uac10\ud558\uae30\">[ more&#8230; ]<\/a><\/p>\n<\/div>","protected":false},"author":1,"featured_media":32706,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[169],"tags":[656],"class_list":["post-32705","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news","tag-aws"],"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/jirak.net\/wp\/wp-json\/wp\/v2\/posts\/32705","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/jirak.net\/wp\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/jirak.net\/wp\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/jirak.net\/wp\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/jirak.net\/wp\/wp-json\/wp\/v2\/comments?post=32705"}],"version-history":[{"count":1,"href":"https:\/\/jirak.net\/wp\/wp-json\/wp\/v2\/posts\/32705\/revisions"}],"predecessor-version":[{"id":32707,"href":"https:\/\/jirak.net\/wp\/wp-json\/wp\/v2\/posts\/32705\/revisions\/32707"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/jirak.net\/wp\/wp-json\/wp\/v2\/media\/32706"}],"wp:attachment":[{"href":"https:\/\/jirak.net\/wp\/wp-json\/wp\/v2\/media?parent=32705"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/jirak.net\/wp\/wp-json\/wp\/v2\/categories?post=32705"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/jirak.net\/wp\/wp-json\/wp\/v2\/tags?post=32705"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}