{"id":14078,"date":"2020-11-07T11:52:47","date_gmt":"2020-11-07T11:52:47","guid":{"rendered":"https:\/\/www.fusionsol.com\/?p=14078"},"modified":"2025-01-27T14:05:23","modified_gmt":"2025-01-27T07:05:23","slug":"how-to-use-tune-hyperparameter-by-azureml","status":"publish","type":"post","link":"https:\/\/www.fusionsol.com\/en\/blog\/how-to-use-tune-hyperparameter-by-azureml\/","title":{"rendered":"How to use Tune Hyperparameter by AzureML"},"content":{"rendered":"<div class=\"wpb-content-wrapper\"><div class=\"vc_row wpb_row vc_row-fluid dt-default\" style=\"margin-top: 0px;margin-bottom: 0px\"><div class=\"wpb_column vc_column_container vc_col-sm-12\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\">\n\t<div class=\"wpb_text_column wpb_content_element\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<h1>\u0e1a\u0e17\u0e17\u0e35\u0e48 14-How to use Tune Hyperparameter by AzureML<\/h1>\n<\/blockquote>\n<p><strong>\u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e43\u0e0a\u0e49 Tune Hyperparameter \u0e43\u0e19 AzureML<\/strong><\/p>\n<p>\u0e43\u0e19\u0e1a\u0e17\u0e04\u0e27\u0e32\u0e21\u0e19\u0e35\u0e49\u0e2b\u0e25\u0e32\u0e22 \u0e46 \u0e04\u0e19\u0e04\u0e07\u0e2a\u0e07\u0e2a\u0e31\u0e22\u00a0 Tune Hyperparameter \u0e2b\u0e23\u0e37\u0e2d\u0e15\u0e31\u0e27 Hyperparameter \u0e19\u0e31\u0e49\u0e19\u0e04\u0e37\u0e2d\u0e2d\u0e30\u0e44\u0e23\u0e41\u0e25\u0e30\u0e21\u0e35\u0e1c\u0e25\u0e2d\u0e30\u0e44\u0e23\u0e43\u0e19\u0e01\u0e32\u0e23\u0e2a\u0e23\u0e49\u0e32\u0e07\u0e42\u0e21\u0e40\u0e14\u0e25\u0e02\u0e2d\u0e07\u0e40\u0e23\u0e32 \u0e41\u0e25\u0e30\u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e43\u0e0a\u0e49\u0e40\u0e1b\u0e47\u0e19\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e44\u0e23 \u0e43\u0e19\u0e1a\u0e17\u0e04\u0e27\u0e32\u0e21\u0e19\u0e35\u0e49\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e0a\u0e48\u0e27\u0e22\u0e44\u0e02\u0e02\u0e49\u0e2d\u0e2a\u0e07\u0e2a\u0e31\u0e22\u0e19\u0e35\u0e49\u0e44\u0e14\u0e49\u0e04\u0e48\u0e30<\/p>\n<p>\u0e08\u0e32\u0e01\u0e2b\u0e25\u0e32\u0e22 \u0e46 \u0e1a\u0e17\u0e04\u0e27\u0e32\u0e21\u0e17\u0e35\u0e48\u0e1c\u0e48\u0e32\u0e19\u0e21\u0e32\u0e40\u0e23\u0e32\u0e04\u0e07\u0e08\u0e30\u0e44\u0e14\u0e49\u0e40\u0e2b\u0e47\u0e19\u0e27\u0e48\u0e32\u0e17\u0e38\u0e01\u0e42\u0e21\u0e40\u0e14\u0e25\u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e43\u0e0a\u0e49\u0e21\u0e35\u0e01\u0e32\u0e23\u0e1b\u0e23\u0e31\u0e1a parameter \u0e21\u0e32\u0e01\u0e21\u0e32\u0e22\u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e33\u0e2b\u0e19\u0e14\u0e04\u0e48\u0e32\u0e43\u0e2b\u0e49\u0e40\u0e2b\u0e21\u0e32\u0e30\u0e01\u0e31\u0e1a\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e02\u0e2d\u0e07\u0e40\u0e23\u0e32 \u0e41\u0e25\u0e49\u0e27\u0e40\u0e23\u0e32\u0e08\u0e30\u0e23\u0e39\u0e49\u0e44\u0e14\u0e49\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e44\u0e23\u0e27\u0e48\u0e32 \u0e04\u0e48\u0e32 Parameter \u0e15\u0e48\u0e32\u0e07 \u0e46 \u0e15\u0e49\u0e2d\u0e07\u0e40\u0e1b\u0e47\u0e19\u0e04\u0e48\u0e32\u0e40\u0e17\u0e48\u0e32\u0e44\u0e2b\u0e23\u0e48\u0e16\u0e36\u0e07\u0e08\u0e30\u0e40\u0e2b\u0e21\u0e32\u0e30\u0e2a\u0e21\u0e01\u0e31\u0e1a\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e02\u0e2d\u0e07\u0e40\u0e23\u0e32 \u0e1b\u0e31\u0e0d\u0e2b\u0e32\u0e40\u0e2b\u0e25\u0e48\u0e32\u0e19\u0e35\u0e49\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e41\u0e01\u0e49\u0e44\u0e02\u0e44\u0e14\u0e49\u0e14\u0e49\u0e27\u0e22\u0e01\u0e32\u0e23\u0e43\u0e0a\u0e49 module \u0e17\u0e35\u0e48\u0e0a\u0e37\u0e48\u0e2d\u0e27\u0e48\u0e32 Tune Model Hyperparameters \u0e04\u0e48\u0e30<\/p>\n<p><strong>Tune Model Hyperparameters<\/strong> \u0e0a\u0e48\u0e27\u0e22\u0e43\u0e2b\u0e49\u0e40\u0e23\u0e32\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e40\u0e25\u0e37\u0e2d\u0e01\u0e2a\u0e48\u0e27\u0e19\u0e1b\u0e23\u0e30\u0e01\u0e2d\u0e1a\u0e2b\u0e23\u0e37\u0e2d\u0e40\u0e25\u0e37\u0e2d\u0e01 parameter \u0e17\u0e35\u0e48\u0e14\u0e35\u0e17\u0e35\u0e48\u0e2a\u0e38\u0e14 \u0e19\u0e31\u0e48\u0e19\u0e04\u0e37\u0e2d\u0e0a\u0e48\u0e27\u0e22\u0e43\u0e19\u0e01\u0e32\u0e23\u0e01\u0e33\u0e2b\u0e19\u0e14\u0e04\u0e48\u0e32 parameter \u0e17\u0e35\u0e48\u0e2b\u0e25\u0e32\u0e01\u0e2b\u0e25\u0e32\u0e22\u0e17\u0e35\u0e48\u0e2a\u0e38\u0e14\u0e40\u0e17\u0e48\u0e32\u0e17\u0e35\u0e48\u0e08\u0e30\u0e40\u0e1b\u0e47\u0e19\u0e44\u0e1b\u0e44\u0e14\u0e49 \u0e2b\u0e23\u0e37\u0e2d\u0e40\u0e23\u0e32\u0e40\u0e23\u0e35\u0e22\u0e01\u0e27\u0e48\u0e32 Hyperparameter optimization \u0e42\u0e14\u0e22<\/p>\n<p>Tune Model Hyperparameters \u0e08\u0e30\u0e21\u0e35 parameter \u0e17\u0e35\u0e48\u0e43\u0e0a\u0e49\u0e04\u0e37\u0e2d<\/p>\n<p>&nbsp;<\/p>\n<ul class=\"wp-block-list\">\n<li>Random Grid : \u0e08\u0e30\u0e2a\u0e38\u0e48\u0e21\u0e40\u0e25\u0e37\u0e2d\u0e01 combination \u0e41\u0e25\u0e30 RUN \u0e2d\u0e31\u0e25\u0e01\u0e2d\u0e23\u0e34\u0e17\u0e36\u0e21\u0e17\u0e38\u0e01\u0e15\u0e31\u0e27\u0e17\u0e35\u0e48\u0e17\u0e35\u0e48\u0e2a\u0e38\u0e48\u0e21\u0e21\u0e32<\/li>\n<li>Entire Grid : RUN \u0e2d\u0e31\u0e25\u0e01\u0e2d\u0e23\u0e34\u0e17\u0e36\u0e21\u0e17\u0e38\u0e01\u0e15\u0e31\u0e27\u0e17\u0e35\u0e48\u0e40\u0e1b\u0e47\u0e19\u0e44\u0e1b\u0e44\u0e14\u0e49\u0e17\u0e38\u0e01 combination<\/li>\n<li>Random Sweep : RUN \u0e2d\u0e31\u0e25\u0e01\u0e2d\u0e23\u0e34\u0e17\u0e36\u0e21\u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a\u0e08\u0e33\u0e19\u0e27\u0e19\u0e08\u0e38\u0e14\u0e2b\u0e23\u0e37\u0e2d\u0e01\u0e32\u0e23\u0e17\u0e33\u0e0b\u0e49\u0e33<\/li>\n<\/ul>\n<p>\u0e42\u0e14\u0e22\u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e40\u0e02\u0e49\u0e32\u0e43\u0e08 Grid \u0e44\u0e14\u0e49\u0e07\u0e48\u0e32\u0e22 \u0e40\u0e0a\u0e48\u0e19 \u0e40\u0e23\u0e32\u0e21\u0e35 parameter 2 \u0e15\u0e31\u0e27 \u0e15\u0e31\u0e27\u0e41\u0e23\u0e01\u0e21\u0e35\u0e04\u0e48\u0e32 1 2 4 \u0e41\u0e25\u0e30\u0e15\u0e31\u0e27\u0e17\u0e35\u0e48 2 \u0e21\u0e35\u0e04\u0e48\u0e32 A B C D \u0e08\u0e30\u0e44\u0e14\u0e49\u0e17\u0e38\u0e01 combination \u0e14\u0e31\u0e07\u0e15\u0e32\u0e23\u0e32\u0e07<\/p>\n<p>&nbsp;<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"268\" class=\"wp-image-14079\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-50-1024x268.png\" alt=\"\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-50-1024x268.png 1024w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-50-300x79.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-50-768x201.png 768w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-50-600x157.png 600w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-50.png 1142w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<p>\u0e42\u0e14\u0e22\u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e43\u0e0a\u0e49\u0e07\u0e32\u0e19 Tune Model Hyperparameters \u0e43\u0e19\u0e17\u0e35\u0e48\u0e19\u0e35\u0e48\u0e40\u0e23\u0e32\u0e08\u0e30\u0e43\u0e0a\u0e49\u0e15\u0e31\u0e27\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e40\u0e14\u0e35\u0e22\u0e27 Two-Class Logistic Regression \u0e17\u0e35\u0e48\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e04\u0e32\u0e14\u0e01\u0e32\u0e23\u0e13\u0e4c\u0e01\u0e32\u0e23\u0e2d\u0e19\u0e38\u0e21\u0e31\u0e15\u0e34\u0e40\u0e07\u0e34\u0e19\u0e01\u0e39\u0e49 \u0e0b\u0e36\u0e48\u0e07\u0e21\u0e35\u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e43\u0e0a\u0e49\u0e07\u0e32\u0e19\u0e14\u0e31\u0e07\u0e19\u0e35\u0e49<\/p>\n<p>\u0e40\u0e21\u0e37\u0e48\u0e2d\u0e40\u0e23\u0e32\u0e2a\u0e23\u0e49\u0e32\u0e07\u0e42\u0e21\u0e40\u0e14\u0e25\u0e21\u0e32\u0e08\u0e19\u0e16\u0e36\u0e07\u0e01\u0e32\u0e23\u0e19\u0e33\u0e42\u0e21\u0e40\u0e14\u0e25\u0e02\u0e2d\u0e07\u0e40\u0e23\u0e32\u0e44\u0e1b\u0e27\u0e32\u0e07\u0e41\u0e25\u0e49\u0e27\u0e19\u0e31\u0e49\u0e19\u0e14\u0e23\u0e32\u0e08\u0e30\u0e01\u0e33\u0e2b\u0e19\u0e14 parameter \u0e43\u0e19\u0e42\u0e21\u0e40\u0e14\u0e25\u0e02\u0e2d\u0e07\u0e40\u0e23\u0e32\u0e0b\u0e36\u0e48\u0e07\u0e43\u0e19\u0e15\u0e31\u0e27\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e19\u0e35\u0e49\u0e01\u0e47\u0e04\u0e37\u0e2d Two-Class Logistic Regression \u0e41\u0e15\u0e48\u0e40\u0e25\u0e37\u0e2d\u0e01 parameter \u0e17\u0e35\u0e48\u0e0a\u0e37\u0e48\u0e2d Create trainer mode \u00a0\u0e40\u0e25\u0e37\u0e2d\u0e01 Parameter Range \u0e41\u0e25\u0e30 Random number seed \u0e40\u0e1b\u0e47\u0e19 123 \u0e2a\u0e48\u0e27\u0e19\u0e04\u0e48\u0e32\u0e2d\u0e37\u0e48\u0e19\u0e43\u0e0a\u0e49\u0e15\u0e32\u0e21\u0e17\u0e35\u0e48 AzureML \u0e01\u0e33\u0e2b\u0e19\u0e14\u0e21\u0e32<\/p>\n<p>&nbsp;<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"483\" class=\"wp-image-14081\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-52-1024x483.png\" alt=\"\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-52-1024x483.png 1024w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-52-300x141.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-52-768x362.png 768w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-52-600x283.png 600w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-52.png 1037w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<p>\u0e08\u0e32\u0e01\u0e19\u0e31\u0e49\u0e19\u0e04\u0e49\u0e19\u0e2b\u0e32 module \u0e17\u0e35\u0e48\u0e0a\u0e37\u0e48\u0e2d\u0e27\u0e48\u0e32 Tune Model Hyperparameters \u0e25\u0e32\u0e01\u0e21\u0e32\u0e27\u0e32\u0e07\u0e1a\u0e19 Workspace \u0e41\u0e25\u0e30\u0e25\u0e32\u0e01\u0e40\u0e2a\u0e49\u0e19\u0e40\u0e0a\u0e37\u0e48\u0e2d\u0e21\u0e08\u0e32\u0e01 Two-Class Logistic Regression \u0e21\u0e32\u0e40\u0e0a\u0e37\u0e48\u0e2d\u0e21\u0e01\u0e31\u0e1a\u0e27\u0e07\u0e01\u0e25\u0e21\u0e27\u0e07\u0e41\u0e23\u0e01\u0e41\u0e25\u0e30\u0e25\u0e32\u0e01\u0e08\u0e32\u0e01\u0e27\u0e07\u0e01\u0e25\u0e21\u0e27\u0e07\u0e41\u0e23\u0e01\u0e2d\u0e07 Split Data \u0e21\u0e32\u0e40\u0e0a\u0e37\u0e48\u0e2d\u0e21\u0e27\u0e07\u0e01\u0e25\u0e21\u0e27\u0e07\u0e17\u0e35\u0e48\u0e2a\u0e2d\u0e07\u0e02\u0e2d\u0e07 Tune Model Hyperparameters \u0e42\u0e14\u0e22\u0e40\u0e25\u0e37\u0e2d\u0e01\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c Loan_Status \u0e41\u0e25\u0e30\u0e1b\u0e23\u0e31\u0e1a parameter \u0e14\u0e31\u0e07\u0e19\u0e35\u0e49<\/p>\n<p>&nbsp;<\/p>\n<ul class=\"wp-block-list\">\n<li>Specify parameter sweeping mode : Entire Grid<\/li>\n<li>Metric for measuring performance for classification : Accuracy<\/li>\n<li>Metric for measuring performance for regression : Coefficient of Determination<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"557\" height=\"231\" class=\"wp-image-14082\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-53.png\" alt=\"\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-53.png 557w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-53-300x124.png 300w\" sizes=\"auto, (max-width: 557px) 100vw, 557px\" \/><\/figure>\n<p>\u0e08\u0e32\u0e01\u0e19\u0e31\u0e49\u0e19\u0e04\u0e49\u0e19\u0e2b\u0e32 module \u0e17\u0e35\u0e48\u0e0a\u0e37\u0e48\u0e2d\u0e27\u0e48\u0e32 Score Model \u0e21\u0e32\u0e27\u0e32\u0e07\u0e1a\u0e19 Workspace \u0e41\u0e25\u0e49\u0e27\u0e25\u0e32\u0e01\u0e40\u0e2a\u0e49\u0e19\u0e40\u0e0a\u0e37\u0e48\u0e2d\u0e21\u0e08\u0e32\u0e01\u0e27\u0e07\u0e01\u0e25\u0e21\u0e27\u0e07\u0e17\u0e35\u0e48\u0e2a\u0e2d\u0e07\u0e08\u0e32\u0e01 Tune Model Hyperparameters \u0e21\u0e32\u0e40\u0e0a\u0e37\u0e48\u0e2d\u0e21\u0e17\u0e35\u0e48\u0e27\u0e07\u0e01\u0e25\u0e21\u0e27\u0e07\u0e41\u0e23\u0e01 \u0e41\u0e25\u0e30\u0e25\u0e32\u0e01\u0e08\u0e32\u0e01\u0e27\u0e07\u0e01\u0e25\u0e21\u0e17\u0e35\u0e48\u0e2a\u0e2d\u0e07\u0e02\u0e2d\u0e07 Split Data \u0e21\u0e32\u0e40\u0e0a\u0e37\u0e48\u0e2d\u0e21\u0e01\u0e31\u0e1a\u0e27\u0e07\u0e17\u0e35\u0e48\u0e2a\u0e2d\u0e07\u0e02\u0e2d\u0e07 Score Model<\/p>\n<p>&nbsp;<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"448\" height=\"320\" class=\"wp-image-14083\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-54.png\" alt=\"\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-54.png 448w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-54-300x214.png 300w\" sizes=\"auto, (max-width: 448px) 100vw, 448px\" \/><\/figure>\n<p>\u0e08\u0e32\u0e01\u0e19\u0e31\u0e49\u0e19\u0e04\u0e49\u0e19\u0e2b\u0e32 module \u0e17\u0e35\u0e48\u0e0a\u0e37\u0e48\u0e2d\u0e27\u0e48\u0e32 Evaluate Model \u0e21\u0e32\u0e27\u0e32\u0e07\u0e1a\u0e19 Workspace \u0e41\u0e25\u0e49\u0e27\u0e25\u0e32\u0e01\u0e40\u0e2a\u0e49\u0e19\u0e40\u0e0a\u0e37\u0e48\u0e2d\u0e21\u0e08\u0e32\u0e01 Score Model \u0e21\u0e32\u0e17\u0e35\u0e48 Evaluate Model \u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e14\u0e39\u0e1b\u0e23\u0e30\u0e2a\u0e34\u0e17\u0e18\u0e34\u0e20\u0e32\u0e1e\u0e02\u0e2d\u0e07\u0e42\u0e21\u0e40\u0e14\u0e25\u0e02\u0e2d\u0e07\u0e40\u0e23\u0e32 \u0e08\u0e32\u0e01\u0e19\u0e31\u0e49\u0e19\u0e01\u0e14 RUN<\/p>\n<p>&nbsp;<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"457\" height=\"318\" class=\"wp-image-14084\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-55.png\" alt=\"\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-55.png 457w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-55-300x209.png 300w\" sizes=\"auto, (max-width: 457px) 100vw, 457px\" \/><\/figure>\n<p>Visualize \u0e14\u0e39\u0e1b\u0e23\u0e30\u0e2a\u0e34\u0e17\u0e18\u0e34\u0e20\u0e32\u0e1e\u0e02\u0e2d\u0e07\u0e42\u0e21\u0e40\u0e14\u0e25\u0e08\u0e30\u0e1e\u0e1a\u0e27\u0e48\u0e32 \u0e42\u0e21\u0e40\u0e14\u0e25\u0e02\u0e2d\u0e07\u0e40\u0e23\u0e32\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16 Classification \u0e44\u0e14\u0e49\u0e04\u0e48\u0e32\u0e04\u0e27\u0e32\u0e21\u0e16\u0e39\u0e01\u0e15\u0e49\u0e2d\u0e07 0.832 \u0e2b\u0e23\u0e37\u0e2d\u0e40\u0e17\u0e48\u0e32\u0e01\u0e31\u0e1a 83.2 % \u0e0b\u0e36\u0e48\u0e07\u0e40\u0e17\u0e48\u0e32\u0e01\u0e31\u0e1a\u0e01\u0e32\u0e23\u0e17\u0e33 Two-Class Logistic Regression \u0e41\u0e1a\u0e1a\u0e17\u0e35\u0e48\u0e44\u0e21\u0e48\u0e43\u0e0a\u0e48 <a>Tune Model Hyperparameters <\/a>\u0e19\u0e31\u0e49\u0e19\u0e2b\u0e21\u0e32\u0e22\u0e04\u0e27\u0e32\u0e21\u0e27\u0e48\u0e32 parameter \u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e1b\u0e23\u0e31\u0e1a\u0e43\u0e19\u0e15\u0e2d\u0e19\u0e41\u0e23\u0e01\u0e04\u0e37\u0e2d parameter \u0e17\u0e35\u0e48\u0e14\u0e35\u0e17\u0e35\u0e48\u0e2a\u0e38\u0e14\u0e43\u0e19\u0e01\u0e32\u0e23 classify \u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e19\u0e35\u0e49\u0e42\u0e14\u0e22\u0e43\u0e0a\u0e49 \u0e42\u0e21\u0e40\u0e14\u0e25 Two-Class Logistic Regression<\/p>\n<p>&nbsp;<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"584\" height=\"235\" class=\"wp-image-14085\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-56.png\" alt=\"\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-56.png 584w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-56-300x121.png 300w\" sizes=\"auto, (max-width: 584px) 100vw, 584px\" \/><\/figure>\n<p>\u0e01\u0e32\u0e23\u0e17\u0e33 Tune Model Hyperparameters \u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e17\u0e33\u0e44\u0e14\u0e49\u0e43\u0e19\u0e01\u0e32\u0e23 Regression \u0e40\u0e0a\u0e48\u0e19\u0e40\u0e14\u0e35\u0e22\u0e27\u0e01\u0e31\u0e1a\u0e01\u0e32\u0e23\u0e17\u0e33 Classification \u0e0b\u0e36\u0e48\u0e07\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e17\u0e33\u0e43\u0e2b\u0e49\u0e1c\u0e25\u0e25\u0e31\u0e1e\u0e18\u0e4c\u0e01\u0e32\u0e23\u0e17\u0e33\u0e19\u0e32\u0e22\u0e14\u0e35\u0e02\u0e36\u0e49\u0e19\u0e44\u0e14\u0e49<\/p>\n<p>&nbsp;<\/p>\n<figure class=\"wp-block-pullquote is-style-default has-border-color\" style=\"border-color: #faa91b;\">\n<blockquote>\n<p>Fusion \u0e43\u0e2b\u0e49\u0e1a\u0e23\u0e34\u0e01\u0e32\u0e23\u0e27\u0e34\u0e40\u0e04\u0e23\u0e32\u0e2b\u0e4c\u0e41\u0e25\u0e30\u0e2d\u0e2d\u0e01\u0e41\u0e1a\u0e1a\u0e23\u0e30\u0e1a\u0e1a Machine Learning \u0e14\u0e49\u0e27\u0e22\u0e40\u0e04\u0e23\u0e37\u0e48\u0e2d\u0e07\u0e21\u0e37\u0e2d \u0e02\u0e2d\u0e07<\/p>\n<p>Microsoft Azure<\/p>\n<p><cite>02-440-0408 \/ sales@fusionsol.com<\/cite><\/p>\n<\/blockquote>\n<\/figure>\n<p>Link to\u00a0<a href=\"https:\/\/www.fusionsol.com\/en\/products\/azure-ai-2\/\">Implement Azure<\/a>\u00a0,\u00a0<a href=\"https:\/\/www.fusionsol.com\/en\/products\/power-bi\/\" target=\"_blank\" rel=\"noreferrer noopener\">Implement Power BI<\/a><\/p>\n<p>&nbsp;<\/p>\n\n\t\t<\/div>\n\t<\/div>\n<\/div><\/div><\/div><\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>\u0e1a\u0e17\u0e17\u0e35\u0e48 14-How to use Tune Hyperparameter by AzureML \u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e43\u0e0a\u0e49 Tune Hyperparameter \u0e43\u0e19 AzureML \u0e43\u0e19\u0e1a\u0e17\u0e04\u0e27\u0e32\u0e21\u0e19\u0e35\u0e49\u0e2b\u0e25\u0e32\u0e22 \u0e46 \u0e04\u0e19\u0e04\u0e07\u0e2a\u0e07\u0e2a\u0e31\u0e22\u00a0 Tune Hyperparameter \u0e2b\u0e23\u0e37\u0e2d\u0e15\u0e31\u0e27 Hyperparameter \u0e19\u0e31\u0e49\u0e19\u0e04\u0e37\u0e2d\u0e2d\u0e30\u0e44\u0e23\u0e41\u0e25\u0e30\u0e21\u0e35\u0e1c\u0e25\u0e2d\u0e30\u0e44\u0e23\u0e43\u0e19\u0e01\u0e32\u0e23\u0e2a\u0e23\u0e49\u0e32\u0e07\u0e42\u0e21\u0e40\u0e14\u0e25\u0e02\u0e2d\u0e07\u0e40\u0e23\u0e32 \u0e41\u0e25\u0e30\u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e43\u0e0a\u0e49\u0e40\u0e1b\u0e47\u0e19\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e44\u0e23 \u0e43\u0e19\u0e1a\u0e17\u0e04\u0e27\u0e32\u0e21\u0e19\u0e35\u0e49\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e0a\u0e48\u0e27\u0e22\u0e44\u0e02\u0e02\u0e49\u0e2d\u0e2a\u0e07\u0e2a\u0e31\u0e22\u0e19\u0e35\u0e49\u0e44\u0e14\u0e49\u0e04\u0e48\u0e30 \u0e08\u0e32\u0e01\u0e2b\u0e25\u0e32\u0e22 \u0e46 \u0e1a\u0e17\u0e04\u0e27\u0e32\u0e21\u0e17\u0e35\u0e48\u0e1c\u0e48\u0e32\u0e19\u0e21\u0e32\u0e40\u0e23\u0e32\u0e04\u0e07\u0e08\u0e30\u0e44\u0e14\u0e49\u0e40\u0e2b\u0e47\u0e19\u0e27\u0e48\u0e32\u0e17\u0e38\u0e01\u0e42\u0e21\u0e40\u0e14\u0e25\u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e43\u0e0a\u0e49\u0e21\u0e35\u0e01\u0e32\u0e23\u0e1b\u0e23\u0e31\u0e1a parameter \u0e21\u0e32\u0e01\u0e21\u0e32\u0e22\u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e33\u0e2b\u0e19\u0e14\u0e04\u0e48\u0e32\u0e43\u0e2b\u0e49\u0e40\u0e2b\u0e21\u0e32\u0e30\u0e01\u0e31\u0e1a\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e02\u0e2d\u0e07\u0e40\u0e23\u0e32 \u0e41\u0e25\u0e49\u0e27\u0e40\u0e23\u0e32\u0e08\u0e30\u0e23\u0e39\u0e49\u0e44\u0e14\u0e49\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e44\u0e23\u0e27\u0e48\u0e32 \u0e04\u0e48\u0e32 Parameter \u0e15\u0e48\u0e32\u0e07 \u0e46 \u0e15\u0e49\u0e2d\u0e07\u0e40\u0e1b\u0e47\u0e19\u0e04\u0e48\u0e32\u0e40\u0e17\u0e48\u0e32\u0e44\u0e2b\u0e23\u0e48\u0e16\u0e36\u0e07\u0e08\u0e30\u0e40\u0e2b\u0e21\u0e32\u0e30\u0e2a\u0e21\u0e01\u0e31\u0e1a\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e02\u0e2d\u0e07\u0e40\u0e23\u0e32 \u0e1b\u0e31\u0e0d\u0e2b\u0e32\u0e40\u0e2b\u0e25\u0e48\u0e32\u0e19\u0e35\u0e49\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e41\u0e01\u0e49\u0e44\u0e02\u0e44\u0e14\u0e49\u0e14\u0e49\u0e27\u0e22\u0e01\u0e32\u0e23\u0e43\u0e0a\u0e49 module \u0e17\u0e35\u0e48\u0e0a\u0e37\u0e48\u0e2d\u0e27\u0e48\u0e32 Tune Model Hyperparameters \u0e04\u0e48\u0e30 Tune Model Hyperparameters \u0e0a\u0e48\u0e27\u0e22\u0e43\u0e2b\u0e49\u0e40\u0e23\u0e32\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e40\u0e25\u0e37\u0e2d\u0e01\u0e2a\u0e48\u0e27\u0e19\u0e1b\u0e23\u0e30\u0e01\u0e2d\u0e1a\u0e2b\u0e23\u0e37\u0e2d\u0e40\u0e25\u0e37\u0e2d\u0e01 parameter \u0e17\u0e35\u0e48\u0e14\u0e35\u0e17\u0e35\u0e48\u0e2a\u0e38\u0e14 \u0e19\u0e31\u0e48\u0e19\u0e04\u0e37\u0e2d\u0e0a\u0e48\u0e27\u0e22\u0e43\u0e19\u0e01\u0e32\u0e23\u0e01\u0e33\u0e2b\u0e19\u0e14\u0e04\u0e48\u0e32 parameter \u0e17\u0e35\u0e48\u0e2b\u0e25\u0e32\u0e01\u0e2b\u0e25\u0e32\u0e22\u0e17\u0e35\u0e48\u0e2a\u0e38\u0e14\u0e40\u0e17\u0e48\u0e32\u0e17\u0e35\u0e48\u0e08\u0e30\u0e40\u0e1b\u0e47\u0e19\u0e44\u0e1b\u0e44\u0e14\u0e49 \u0e2b\u0e23\u0e37\u0e2d\u0e40\u0e23\u0e32\u0e40\u0e23\u0e35\u0e22\u0e01\u0e27\u0e48\u0e32 Hyperparameter optimization \u0e42\u0e14\u0e22 Tune&hellip;<\/p>","protected":false},"author":3,"featured_media":13978,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2113],"tags":[2129,4099],"class_list":["post-14078","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-azure","tag-machine-learining","category-2113","description-off"],"yoast_head":"<!-- This site is optimized with the Yoast SEO 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