{"id":14179,"date":"2020-11-12T03:17:51","date_gmt":"2020-11-12T03:17:51","guid":{"rendered":"https:\/\/www.fusionsol.com\/?p=14179"},"modified":"2025-01-28T12:50:59","modified_gmt":"2025-01-28T05:50:59","slug":"linear-regression","status":"publish","type":"post","link":"https:\/\/www.fusionsol.com\/en\/blog\/linear-regression\/","title":{"rendered":"linear Regression"},"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 21-linear Regression<\/h1>\n<\/blockquote>\n<p><strong>\u0e27\u0e34\u0e18\u0e35\u0e17\u0e33\u0e19\u0e32\u0e22\u0e23\u0e32\u0e04\u0e32\u0e23\u0e16\u0e22\u0e19\u0e15\u0e4c\u0e14\u0e49\u0e27\u0e22 linear Regression \u0e41\u0e1a\u0e1a Ordinary Least Square (OLS) \u0e41\u0e25\u0e30 Online Gradient Descent \u0e42\u0e14\u0e22 AzureML<\/strong><\/p>\n<p>\u0e40\u0e21\u0e37\u0e48\u0e2d\u0e40\u0e23\u0e32\u0e1e\u0e39\u0e14\u0e16\u0e36\u0e07\u0e42\u0e21\u0e40\u0e14\u0e25\u0e41\u0e1a\u0e1a Regression \u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e17\u0e33\u0e19\u0e32\u0e22\u0e2b\u0e23\u0e37\u0e2d\u0e04\u0e32\u0e14\u0e01\u0e32\u0e23\u0e13\u0e4c\u0e2a\u0e34\u0e48\u0e07\u0e15\u0e48\u0e32\u0e07 \u0e46 \u0e40\u0e0a\u0e34\u0e07\u0e15\u0e31\u0e27\u0e40\u0e25\u0e02\u0e19\u0e31\u0e49\u0e19\u0e42\u0e21\u0e40\u0e14\u0e25\u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e19\u0e36\u0e01\u0e16\u0e36\u0e07\u0e40\u0e1b\u0e47\u0e19\u0e2d\u0e31\u0e19\u0e14\u0e31\u0e1a\u0e41\u0e23\u0e01\u0e04\u0e37\u0e2d linear Regression \u0e0b\u0e36\u0e48\u0e07\u0e43\u0e19 AzureML \u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e17\u0e33 linear Regression \u0e44\u0e14\u0e49\u0e2a\u0e2d\u0e07\u0e27\u0e34\u0e18\u0e35\u0e04\u0e37\u0e2d<\/p>\n<p><strong>Ordinary Least Square (OLS)<\/strong><\/p>\n<p>&nbsp;<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"741\" height=\"559\" class=\"wp-image-14180\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-114.png\" alt=\"\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-114.png 741w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-114-300x226.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-114-600x453.png 600w\" sizes=\"auto, (max-width: 741px) 100vw, 741px\" \/><\/figure>\n<p>\u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e19\u0e35\u0e49\u0e40\u0e23\u0e32\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e17\u0e35\u0e48\u0e08\u0e30 Minimum Error \u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e43\u0e2b\u0e49\u0e21\u0e35 error \u0e19\u0e49\u0e2d\u0e22\u0e17\u0e35\u0e48\u0e2a\u0e38\u0e14\u0e42\u0e14\u0e22\u0e43\u0e0a\u0e49\u0e27\u0e34\u0e18\u0e35\u0e01\u0e33\u0e25\u0e31\u0e07\u0e2a\u0e2d\u0e07\u0e19\u0e49\u0e2d\u0e22\u0e17\u0e35\u0e48\u0e2a\u0e38\u0e14\u0e19\u0e31\u0e49\u0e19\u0e04\u0e37\u0e2d \u0e40\u0e23\u0e32\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e08\u0e30 minimum <img width=\"137\" height=\"36\" \/><\/p>\n<p>&nbsp;<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"285\" height=\"106\" class=\"wp-image-14181\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-115.png\" alt=\"\" \/><\/figure>\n<p>&nbsp;<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>Online Gradient Descent<\/strong><\/li>\n<\/ul>\n<p><img width=\"293\" height=\"173\" \/>Gradient Descent \u0e21\u0e35\u0e04\u0e27\u0e32\u0e21\u0e2b\u0e21\u0e32\u0e22\u0e04\u0e37\u0e2d slop\u0e17\u0e35\u0e48\u0e25\u0e32\u0e14\u0e25\u0e07<\/p>\n<p>&nbsp;<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"559\" height=\"348\" class=\"wp-image-14182\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-116.png\" alt=\"\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-116.png 559w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-116-300x187.png 300w\" sizes=\"auto, (max-width: 559px) 100vw, 559px\" \/><\/figure>\n<p>\u0e40\u0e23\u0e32\u0e08\u0e30\u0e17\u0e33\u0e01\u0e32\u0e23\u0e27\u0e31\u0e14\u0e1b\u0e23\u0e30\u0e2a\u0e34\u0e17\u0e18\u0e34\u0e20\u0e32\u0e1e\u0e02\u0e2d\u0e07\u0e42\u0e21\u0e40\u0e14\u0e25\u0e40\u0e23\u0e32\u0e14\u0e49\u0e27\u0e22\u0e04\u0e48\u0e32 error \u0e19\u0e31\u0e49\u0e19\u0e01\u0e47\u0e04\u0e37\u0e2d Cost Function \u0e42\u0e14\u0e22\u0e21\u0e35\u0e40\u0e1b\u0e49\u0e32\u0e2b\u0e21\u0e32\u0e22\u0e04\u0e37\u0e2d\u0e2b\u0e32\u0e0a\u0e38\u0e14 Parameter \u0e17\u0e35\u0e48\u0e17\u0e33\u0e43\u0e2b\u0e49\u0e40\u0e23\u0e32\u0e40\u0e2a\u0e35\u0e22\u0e04\u0e48\u0e32\u0e43\u0e0a\u0e49\u0e08\u0e48\u0e32\u0e22\u0e17\u0e35\u0e48\u0e19\u0e49\u0e2d\u0e22\u0e17\u0e35\u0e48\u0e2a\u0e38\u0e14\u0e19\u0e2d\u0e01\u0e08\u0e32\u0e01\u0e19\u0e35\u0e49\u0e22\u0e31\u0e07\u0e21\u0e35 parameter \u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e33\u0e2b\u0e19\u0e14\u0e04\u0e37\u0e2d Learning Rate \u0e2b\u0e23\u0e37\u0e2d Alpha \u0e2b\u0e32\u0e01\u0e40\u0e23\u0e32\u0e40\u0e25\u0e37\u0e2d\u0e01\u0e15\u0e48\u0e33\u0e40\u0e01\u0e34\u0e19\u0e42\u0e21\u0e40\u0e14\u0e25\u0e08\u0e30\u0e43\u0e0a\u0e49\u0e40\u0e27\u0e25\u0e32\u0e19\u0e32\u0e19\u0e43\u0e19\u0e01\u0e32\u0e23\u0e25\u0e07\u0e21\u0e32\u0e16\u0e36\u0e07\u0e08\u0e38\u0e14\u0e15\u0e48\u0e33\u0e2a\u0e38\u0e14 \u0e41\u0e15\u0e48\u0e2b\u0e32\u0e01\u0e40\u0e25\u0e37\u0e2d\u0e01\u0e2a\u0e39\u0e07\u0e40\u0e01\u0e34\u0e19\u0e44\u0e1b\u0e42\u0e21\u0e40\u0e14\u0e25\u0e02\u0e2d\u0e07\u0e40\u0e23\u0e32\u0e2d\u0e32\u0e08\u0e25\u0e07\u0e21\u0e32\u0e44\u0e21\u0e48\u0e16\u0e36\u0e07\u0e08\u0e38\u0e14\u0e15\u0e48\u0e33\u0e2a\u0e38\u0e14 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/p>\n<p>\u0e43\u0e19\u0e1a\u0e17\u0e04\u0e27\u0e32\u0e21\u0e19\u0e35\u0e49\u0e40\u0e23\u0e32\u0e08\u0e30\u0e21\u0e32\u0e17\u0e33\u0e19\u0e32\u0e22\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e23\u0e32\u0e04\u0e32\u0e23\u0e16\u0e22\u0e19\u0e15\u0e4c\u0e2b\u0e23\u0e37\u0e2d\u0e01\u0e47\u0e04\u0e37\u0e2d\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c Price\u0e42\u0e14\u0e22\u0e43\u0e0a\u0e49 Linear Regression \u0e17\u0e31\u0e49\u0e07\u0e2a\u0e2d\u0e07\u0e41\u0e1a\u0e1a\u0e19\u0e35\u0e49\u0e0b\u0e36\u0e48\u0e07\u0e40\u0e23\u0e32\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e17\u0e33\u0e44\u0e14\u0e49\u0e44\u0e21\u0e48\u0e2d\u0e22\u0e32\u0e01\u0e40\u0e25\u0e22\u0e2b\u0e32\u0e01\u0e40\u0e23\u0e32\u0e21\u0e35\u0e15\u0e31\u0e27\u0e0a\u0e48\u0e27\u0e22\u0e2d\u0e22\u0e48\u0e32\u0e07 Azure ML \u0e04\u0e48\u0e30<\/p>\n<p>&nbsp;<\/p>\n<ul class=\"wp-block-list\" type=\"1\">\n<li>\u0e04\u0e49\u0e19\u0e2b\u0e32 dataset \u0e17\u0e35\u0e48\u0e0a\u0e37\u0e48\u0e2d\u0e27\u0e48\u0e32 Automobile price data (Raw) \u0e0b\u0e36\u0e48\u0e07\u0e40\u0e1b\u0e47\u0e19 dataset \u0e15\u0e31\u0e27\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e02\u0e2d\u0e07 AzureML \u0e08\u0e32\u0e01\u0e19\u0e31\u0e49\u0e19\u0e25\u0e32\u0e01 dataset \u0e19\u0e35\u0e49\u0e21\u0e32\u0e27\u0e32\u0e07\u0e44\u0e27\u0e49\u0e1a\u0e19 Workspace<\/li>\n<li>\u0e17\u0e33\u0e01\u0e32\u0e23 Clean missing data \u0e17\u0e35\u0e48\u0e21\u0e35\u0e0a\u0e19\u0e34\u0e14\u0e02\u0e2d\u0e07\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e40\u0e1b\u0e47\u0e19 String \u0e17\u0e38\u0e01\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c\u0e42\u0e14\u0e22\u0e01\u0e32\u0e23\u0e04\u0e49\u0e19\u0e2b\u0e32 module \u0e17\u0e35\u0e48\u0e0a\u0e37\u0e48\u0e2d\u0e27\u0e48\u0e32 Clean Missing Data \u0e41\u0e25\u0e49\u0e27\u0e25\u0e32\u0e01\u0e21\u0e32\u0e40\u0e0a\u0e37\u0e48\u0e2d\u0e21\u0e01\u0e31\u0e1a dataset \u0e40\u0e25\u0e37\u0e2d\u0e01\u0e17\u0e38\u0e01\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c\u0e17\u0e35\u0e48\u0e40\u0e1b\u0e47\u0e19 string \u0e02\u0e2d\u0e07\u0e40\u0e23\u0e32\u0e41\u0e25\u0e49\u0e27\u0e40\u0e25\u0e37\u0e2d\u0e01\u00a0 Replace with mode \u0e08\u0e32\u0e01\u0e19\u0e31\u0e49\u0e19\u0e04\u0e25\u0e34\u0e01 RUN<\/li>\n<li>\u0e17\u0e33\u0e01\u0e32\u0e23 Clean missing data \u0e17\u0e35\u0e48\u0e21\u0e35\u0e0a\u0e19\u0e34\u0e14\u0e02\u0e2d\u0e07\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e40\u0e1b\u0e47\u0e19 numeric \u0e17\u0e38\u0e01\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c\u0e42\u0e14\u0e22\u0e01\u0e32\u0e23\u0e04\u0e49\u0e19\u0e2b\u0e32 module \u0e17\u0e35\u0e48\u0e0a\u0e37\u0e48\u0e2d\u0e27\u0e48\u0e32 Clean Missing Data \u0e41\u0e25\u0e49\u0e27\u0e25\u0e32\u0e01\u0e21\u0e32\u0e40\u0e0a\u0e37\u0e48\u0e2d\u0e21\u0e01\u0e31\u0e1a dataset \u0e40\u0e25\u0e37\u0e2d\u0e01\u0e17\u0e38\u0e01\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c\u0e17\u0e35\u0e48\u0e40\u0e1b\u0e47\u0e19 numeric \u0e02\u0e2d\u0e07\u0e40\u0e23\u0e32\u0e41\u0e25\u0e49\u0e27\u0e40\u0e25\u0e37\u0e2d\u0e01\u00a0 Replace with mean \u0e08\u0e32\u0e01\u0e19\u0e31\u0e49\u0e19\u0e04\u0e25\u0e34\u0e01 RUN<\/li>\n<li>\u0e41\u0e01\u0e49\u0e0a\u0e19\u0e34\u0e14\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e17\u0e35\u0e48\u0e40\u0e1b\u0e47\u0e19 string \u0e43\u0e2b\u0e49\u0e40\u0e1b\u0e47\u0e19 category \u0e42\u0e14\u0e22\u0e01\u0e32\u0e23\u0e04\u0e49\u0e19\u0e2b\u0e32 module \u0e17\u0e35\u0e48\u0e0a\u0e37\u0e48\u0e2d\u0e27\u0e48\u0e32 Edit Metadata \u0e41\u0e25\u0e49\u0e27\u0e25\u0e32\u0e01\u0e21\u0e32\u0e40\u0e0a\u0e37\u0e48\u0e2d\u0e21\u0e01\u0e31\u0e1a Clean Missing Data \u0e41\u0e25\u0e49\u0e27\u0e40\u0e25\u0e37\u0e2d\u0e01\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c\u0e17\u0e35\u0e48\u0e40\u0e1b\u0e47\u0e19 string \u0e41\u0e25\u0e49\u0e27\u0e40\u0e25\u0e37\u0e2d\u0e01 Categorical \u0e41\u0e25\u0e49\u0e27\u0e40\u0e25\u0e37\u0e2d\u0e01 Make Categorical \u0e08\u0e32\u0e01\u0e19\u0e31\u0e49\u0e19\u0e04\u0e25\u0e34\u0e01 RUN<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"619\" height=\"457\" class=\"wp-image-14183\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-117.png\" alt=\"\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-117.png 619w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-117-300x221.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-117-600x443.png 600w\" sizes=\"auto, (max-width: 619px) 100vw, 619px\" \/><\/figure>\n<p>&nbsp;<\/p>\n<ul class=\"wp-block-list\">\n<li>\u0e08\u0e32\u0e01\u0e19\u0e31\u0e49\u0e19\u0e40\u0e23\u0e32\u0e08\u0e30\u0e41\u0e22\u0e01\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e2d\u0e2d\u0e01\u0e40\u0e1b\u0e47\u0e19 training set\u00a0 \u0e41\u0e25\u0e30 test \u0e43\u0e0a\u0e49 module \u0e17\u0e35\u0e48\u0e21\u0e35\u0e0a\u0e37\u0e48\u0e2d\u0e27\u0e48\u0e32 Split Data \u0e08\u0e32\u0e01\u0e19\u0e31\u0e49\u0e19\u0e17\u0e33\u0e01\u0e32\u0e23\u0e1b\u0e23\u0e31\u0e1a\u0e04\u0e48\u0e32 parameter \u0e42\u0e14\u0e22\u0e1b\u0e23\u0e31\u0e1a Fraction of rows in the first output dataset \u0e40\u0e1b\u0e47\u0e19 0.7 \u00a0\u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e41\u0e1a\u0e48\u0e07\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e40\u0e1b\u0e47\u0e19 training set : test set \u0e40\u0e1b\u0e47\u0e19 70% : 30% \u0e41\u0e25\u0e30\u0e43\u0e2a\u0e48\u0e04\u0e48\u0e32 123 \u0e43\u0e19 Random Seed \u0e41\u0e25\u0e30\u0e40\u0e25\u0e37\u0e2d\u0e01\u00a0 Stratified split \u0e40\u0e25\u0e37\u0e2d\u0e01 true \u0e08\u0e32\u0e01\u0e19\u0e31\u0e49\u0e19\u0e40\u0e25\u0e37\u0e2d\u0e01\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c\u0e17\u0e35\u0e48\u0e40\u0e1b\u0e47\u0e19 target \u0e02\u0e2d\u0e07\u0e40\u0e23\u0e32\u0e19\u0e31\u0e49\u0e19\u0e04\u0e37\u0e2d price \u0e08\u0e32\u0e01\u0e19\u0e31\u0e49\u0e19\u0e04\u0e25\u0e34\u0e01 RUN<\/li>\n<li>\u0e04\u0e49\u0e19\u0e2b\u0e32 module \u0e17\u0e35\u0e48\u0e21\u0e35\u0e0a\u0e37\u0e48\u0e2d\u0e27\u0e48\u0e32 Linear Regression \u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e17\u0e33\u0e01\u0e32\u0e23\u0e2a\u0e23\u0e49\u0e32\u0e07\u0e41\u0e25\u0e30 train \u0e42\u0e21\u0e40\u0e14\u0e25 \u0e42\u0e14\u0e22\u0e40\u0e25\u0e37\u0e2d\u0e01 Solution method \u0e40\u0e1b\u0e47\u0e19\u00a0 Ordinary Least Square \u0e41\u0e25\u0e30\u0e1b\u0e23\u0e31\u0e1a Random number seed \u0e40\u0e1b\u0e47\u0e19 123<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"977\" height=\"389\" class=\"wp-image-14184\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-118.png\" alt=\"\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-118.png 977w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-118-300x119.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-118-768x306.png 768w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-118-600x239.png 600w\" sizes=\"auto, (max-width: 977px) 100vw, 977px\" \/><\/figure>\n<p>&nbsp;<\/p>\n<ul class=\"wp-block-list\" type=\"1\">\n<li>\u0e25\u0e32\u0e01 Module \u0e17\u0e35\u0e48\u0e0a\u0e37\u0e48\u0e2d\u0e27\u0e48\u0e32 Train Model \u0e21\u0e32\u0e40\u0e0a\u0e37\u0e48\u0e2d\u0e21\u0e01\u0e31\u0e1a \u0e42\u0e21\u0e40\u0e14\u0e25\u0e41\u0e25\u0e30Split Data \u0e08\u0e32\u0e01\u0e19\u0e31\u0e49\u0e19\u0e40\u0e25\u0e37\u0e2d\u0e01\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c Price<\/li>\n<li>\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 Train Model \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<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"495\" class=\"wp-image-14185\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-119-1024x495.png\" alt=\"\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-119-1024x495.png 1024w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-119-300x145.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-119-768x371.png 768w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-119-600x290.png 600w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-119.png 1027w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<p>&nbsp;<\/p>\n<ul class=\"wp-block-list\">\n<li>\u0e17\u0e33\u0e01\u0e32\u0e23\u0e40\u0e1b\u0e23\u0e35\u0e22\u0e1a\u0e40\u0e17\u0e35\u0e22\u0e1a\u0e01\u0e31\u0e1a\u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23 Online Gradient Descent \u0e42\u0e14\u0e22\u0e17\u0e33\u0e40\u0e0a\u0e48\u0e19\u0e40\u0e14\u0e35\u0e22\u0e27\u0e01\u0e31\u0e1a\u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e01\u0e48\u0e2d\u0e19\u0e2b\u0e19\u0e49\u0e32\u0e41\u0e15\u0e48\u0e40\u0e25\u0e37\u0e2d\u0e01 Solution method \u0e40\u0e1b\u0e47\u0e19 Online Gradient Descent \u0e41\u0e25\u0e30\u0e1b\u0e23\u0e31\u0e1a Random number seed \u0e40\u0e1b\u0e47\u0e19 123<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"529\" class=\"wp-image-14186\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-120-1024x529.png\" alt=\"\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-120-1024x529.png 1024w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-120-300x155.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-120-768x397.png 768w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-120-600x310.png 600w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-120.png 1132w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<p>\u0e04\u0e49\u0e19\u0e2b\u0e32 module \u0e17\u0e35\u0e48\u0e0a\u0e37\u0e48\u0e2d\u0e27\u0e48\u0e32 Evaluate Model \u0e21\u0e32\u0e40\u0e0a\u0e37\u0e48\u0e2d\u0e21\u0e01\u0e31\u0e1a Score Model \u0e17\u0e31\u0e49\u0e07\u0e2a\u0e2d\u0e07\u0e08\u0e32\u0e01\u0e19\u0e31\u0e49\u0e19\u0e04\u0e25\u0e34\u0e01 RUN<\/p>\n<p>&nbsp;<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"863\" height=\"695\" class=\"wp-image-14187\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-121.png\" alt=\"\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-121.png 863w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-121-300x242.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-121-768x618.png 768w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-121-600x483.png 600w\" sizes=\"auto, (max-width: 863px) 100vw, 863px\" \/><\/figure>\n<p>\u0e1c\u0e25\u0e08\u0e32\u0e01\u0e01\u0e32\u0e23\u0e17\u0e33\u0e19\u0e32\u0e22\u0e1e\u0e1a\u0e27\u0e48\u0e32\u0e43\u0e19\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e01\u0e32\u0e23\u0e17\u0e33\u0e19\u0e32\u0e22\u0e23\u0e32\u0e04\u0e32\u0e23\u0e16\u0e22\u0e19\u0e15\u0e4c\u0e0a\u0e38\u0e14\u0e19\u0e35\u0e49\u0e01\u0e32\u0e23\u0e17\u0e33\u0e19\u0e32\u0e22\u0e42\u0e14\u0e22\u0e43\u0e0a\u0e49 Ordinary Least Square \u0e43\u0e2b\u0e49\u0e1c\u0e25\u0e25\u0e31\u0e1e\u0e18\u0e4c\u0e14\u0e35\u0e01\u0e27\u0e48\u0e32 Online Gradient Descent \u0e14\u0e31\u0e07\u0e19\u0e31\u0e49\u0e19 linear Regression \u0e41\u0e1a\u0e1a Ordinary Least Square \u0e21\u0e35\u0e40\u0e2b\u0e21\u0e32\u0e30\u0e2a\u0e21\u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a\u0e01\u0e32\u0e23\u0e17\u0e33\u0e19\u0e32\u0e22 dataset \u0e17\u0e35\u0e48\u0e0a\u0e37\u0e48\u0e2d\u0e27\u0e48\u0e32 Automobile<\/p>\n<p>&nbsp;<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"355\" class=\"wp-image-14188\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-122-1024x355.png\" alt=\"\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-122-1024x355.png 1024w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-122-300x104.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-122-768x266.png 768w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-122-600x208.png 600w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-122.png 1029w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<p>&nbsp;<\/p>\n<figure class=\"wp-block-pullquote is-style-default has-border-color has-text-color\" style=\"border-color: #faa91b; color: #111111;\">\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 21-linear Regression \u0e27\u0e34\u0e18\u0e35\u0e17\u0e33\u0e19\u0e32\u0e22\u0e23\u0e32\u0e04\u0e32\u0e23\u0e16\u0e22\u0e19\u0e15\u0e4c\u0e14\u0e49\u0e27\u0e22 linear Regression \u0e41\u0e1a\u0e1a Ordinary Least Square (OLS) \u0e41\u0e25\u0e30 Online Gradient Descent \u0e42\u0e14\u0e22 AzureML \u0e40\u0e21\u0e37\u0e48\u0e2d\u0e40\u0e23\u0e32\u0e1e\u0e39\u0e14\u0e16\u0e36\u0e07\u0e42\u0e21\u0e40\u0e14\u0e25\u0e41\u0e1a\u0e1a Regression \u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e17\u0e33\u0e19\u0e32\u0e22\u0e2b\u0e23\u0e37\u0e2d\u0e04\u0e32\u0e14\u0e01\u0e32\u0e23\u0e13\u0e4c\u0e2a\u0e34\u0e48\u0e07\u0e15\u0e48\u0e32\u0e07 \u0e46 \u0e40\u0e0a\u0e34\u0e07\u0e15\u0e31\u0e27\u0e40\u0e25\u0e02\u0e19\u0e31\u0e49\u0e19\u0e42\u0e21\u0e40\u0e14\u0e25\u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e19\u0e36\u0e01\u0e16\u0e36\u0e07\u0e40\u0e1b\u0e47\u0e19\u0e2d\u0e31\u0e19\u0e14\u0e31\u0e1a\u0e41\u0e23\u0e01\u0e04\u0e37\u0e2d linear Regression \u0e0b\u0e36\u0e48\u0e07\u0e43\u0e19 AzureML \u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e17\u0e33 linear Regression \u0e44\u0e14\u0e49\u0e2a\u0e2d\u0e07\u0e27\u0e34\u0e18\u0e35\u0e04\u0e37\u0e2d Ordinary Least Square (OLS) &nbsp; \u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e19\u0e35\u0e49\u0e40\u0e23\u0e32\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e17\u0e35\u0e48\u0e08\u0e30 Minimum Error \u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e43\u0e2b\u0e49\u0e21\u0e35 error \u0e19\u0e49\u0e2d\u0e22\u0e17\u0e35\u0e48\u0e2a\u0e38\u0e14\u0e42\u0e14\u0e22\u0e43\u0e0a\u0e49\u0e27\u0e34\u0e18\u0e35\u0e01\u0e33\u0e25\u0e31\u0e07\u0e2a\u0e2d\u0e07\u0e19\u0e49\u0e2d\u0e22\u0e17\u0e35\u0e48\u0e2a\u0e38\u0e14\u0e19\u0e31\u0e49\u0e19\u0e04\u0e37\u0e2d \u0e40\u0e23\u0e32\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e08\u0e30 minimum &nbsp; &nbsp; Online Gradient Descent Gradient Descent \u0e21\u0e35\u0e04\u0e27\u0e32\u0e21\u0e2b\u0e21\u0e32\u0e22\u0e04\u0e37\u0e2d slop\u0e17\u0e35\u0e48\u0e25\u0e32\u0e14\u0e25\u0e07 &nbsp; \u0e40\u0e23\u0e32\u0e08\u0e30\u0e17\u0e33\u0e01\u0e32\u0e23\u0e27\u0e31\u0e14\u0e1b\u0e23\u0e30\u0e2a\u0e34\u0e17\u0e18\u0e34\u0e20\u0e32\u0e1e\u0e02\u0e2d\u0e07\u0e42\u0e21\u0e40\u0e14\u0e25\u0e40\u0e23\u0e32\u0e14\u0e49\u0e27\u0e22\u0e04\u0e48\u0e32 error&hellip;<\/p>","protected":false},"author":3,"featured_media":14168,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2113],"tags":[2129,4099],"class_list":["post-14179","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 plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>linear Regression - Fusion Solution<\/title>\n<meta name=\"description\" content=\"linear Regression\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, 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