{"id":14154,"date":"2020-11-11T02:23:04","date_gmt":"2020-11-11T02:23:04","guid":{"rendered":"https:\/\/www.fusionsol.com\/?p=14154"},"modified":"2022-08-14T08:29:28","modified_gmt":"2022-08-14T01:29:28","slug":"two-class-decision-forest","status":"publish","type":"post","link":"http:\/\/www.fusionsol.com\/en\/blog\/two-class-decision-forest\/","title":{"rendered":"Two-Class Decision Forest"},"content":{"rendered":"<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p>\u0e1a\u0e17\u0e17\u0e35\u0e48 19-Two-Class Decision Forest<\/p><\/blockquote>\n\n\n\n<p><strong>\u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23 Classification \u0e23\u0e32\u0e22\u0e44\u0e14\u0e49\u0e14\u0e49\u0e27\u0e22\u0e42\u0e21\u0e40\u0e14\u0e25 Two-Class Decision Forest \u0e42\u0e14\u0e22 AzureML<\/strong><\/p>\n\n\n\n<p>\u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23 Classification \u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e19\u0e31\u0e49\u0e19\u0e21\u0e35\u0e2b\u0e25\u0e32\u0e01\u0e2b\u0e25\u0e32\u0e22\u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e43\u0e2b\u0e49\u0e40\u0e23\u0e32\u0e44\u0e14\u0e49\u0e40\u0e25\u0e37\u0e2d\u0e01\u0e21\u0e32\u0e43\u0e0a\u0e49\u0e43\u0e19\u0e01\u0e32\u0e23\u0e41\u0e22\u0e01\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e02\u0e2d\u0e07\u0e40\u0e23\u0e32\u0e41\u0e25\u0e30\u0e2b\u0e19\u0e36\u0e48\u0e07\u0e43\u0e19\u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e17\u0e35\u0e48\u0e19\u0e34\u0e22\u0e21\u0e16\u0e39\u0e01\u0e19\u0e33\u0e21\u0e32\u0e43\u0e0a\u0e49\u0e43\u0e19\u0e01\u0e32\u0e23 Classification \u0e04\u0e37\u0e2d Random Forest \u0e2b\u0e23\u0e37\u0e2d Decision Forest \u0e42\u0e21\u0e40\u0e14\u0e25\u0e17\u0e35\u0e48\u0e40\u0e01\u0e34\u0e14\u0e08\u0e32\u0e01\u0e01\u0e32\u0e23\u0e19\u0e33 Decision tree \u0e2b\u0e25\u0e32\u0e22 \u0e46 \u0e15\u0e49\u0e19\u0e43\u0e19\u0e01\u0e32\u0e23 Classify \u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e02\u0e2d\u0e07\u0e40\u0e23\u0e32\u0e08\u0e32\u0e01\u0e19\u0e31\u0e49\u0e19\u0e08\u0e30\u0e17\u0e33\u0e01\u0e32\u0e23\u0e42\u0e2b\u0e27\u0e15\u0e1c\u0e25\u0e25\u0e31\u0e1e\u0e18\u0e4c\u0e17\u0e35\u0e48\u0e44\u0e14\u0e49\u0e21\u0e32\u0e01\u0e17\u0e35\u0e48\u0e2a\u0e38\u0e14\u0e08\u0e32\u0e01\u0e15\u0e49\u0e19\u0e44\u0e21\u0e49\u0e17\u0e38\u0e01\u0e15\u0e49\u0e19<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"471\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-95-1024x471.png\" alt=\"\" class=\"wp-image-14155\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-95-1024x471.png 1024w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-95-300x138.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-95-768x353.png 768w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-95-600x276.png 600w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-95.png 1175w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e08\u0e30\u0e17\u0e33\u0e01\u0e32\u0e23&nbsp; Classify \u0e27\u0e31\u0e19\u0e19\u0e35\u0e49\u0e04\u0e37\u0e2d\u0e0a\u0e38\u0e14\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e17\u0e35\u0e48\u0e0a\u0e37\u0e48\u0e2d\u0e27\u0e48\u0e32 Adult Census Income \u0e17\u0e35\u0e48\u0e21\u0e35 32561 \u0e41\u0e16\u0e27 \u0e41\u0e25\u0e30 15 \u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c\u0e42\u0e14\u0e22\u0e21\u0e35\u0e40\u0e1b\u0e49\u0e32\u0e2b\u0e21\u0e32\u0e22\u0e04\u0e37\u0e2d\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e41\u0e22\u0e01\u0e1b\u0e23\u0e30\u0e40\u0e20\u0e17\u0e02\u0e2d\u0e07\u0e23\u0e32\u0e22\u0e44\u0e14\u0e49\u0e02\u0e2d\u0e07\u0e1b\u0e23\u0e30\u0e0a\u0e32\u0e01\u0e23 \u0e42\u0e14\u0e22\u0e01\u0e32\u0e23\u0e41\u0e22\u0e01\u0e40\u0e1b\u0e47\u0e19 2 \u0e1b\u0e23\u0e30\u0e40\u0e20\u0e17\u0e04\u0e37\u0e2d \u0e1c\u0e39\u0e49\u0e17\u0e35\u0e48\u0e21\u0e35\u0e23\u0e32\u0e22\u0e44\u0e14\u0e49\u0e19\u0e49\u0e2d\u0e22\u0e01\u0e27\u0e48\u0e32\u0e2b\u0e23\u0e37\u0e2d\u0e40\u0e17\u0e48\u0e32\u0e01\u0e31\u0e1a 50000 \u0e41\u0e25\u0e30\u0e1c\u0e39\u0e49\u0e17\u0e35\u0e48\u0e21\u0e35\u0e23\u0e32\u0e22\u0e44\u0e14\u0e49\u0e21\u0e32\u0e01\u0e01\u0e27\u0e48\u0e32 50000 \u0e1a\u0e32\u0e17 \u0e42\u0e14\u0e22\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e02\u0e2d\u0e07\u0e40\u0e23\u0e32\u0e21\u0e35 feature \u0e17\u0e35\u0e48\u0e0a\u0e48\u0e27\u0e22\u0e43\u0e19\u0e01\u0e32\u0e23\u0e17\u0e33 Classification \u0e17\u0e31\u0e49\u0e07\u0e2b\u0e21\u0e14 14 feature \u0e41\u0e25\u0e30\u0e21\u0e35 target \u0e2b\u0e23\u0e37\u0e2d\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c\u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e17\u0e33 Classification \u0e04\u0e37\u0e2d Income &nbsp; \u0e42\u0e14\u0e22\u0e40\u0e23\u0e32\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e17\u0e33&nbsp; Classification \u0e44\u0e14\u0e49\u0e07\u0e48\u0e32\u0e22\u0e42\u0e14\u0e22\u0e43\u0e0a\u0e49 AzureML \u0e44\u0e14\u0e49\u0e14\u0e31\u0e07\u0e19\u0e35\u0e49<\/p>\n\n\n\n<p>\u0e04\u0e49\u0e19\u0e2b\u0e32\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25 Adult Census Income \u0e08\u0e32\u0e01 Sample Dataset \u0e41\u0e25\u0e49\u0e27\u0e25\u0e32\u0e01\u0e21\u0e32\u0e27\u0e32\u0e07\u0e1a\u0e19 Workspace \u0e08\u0e32\u0e01\u0e19\u0e31\u0e49\u0e19 Visualize \u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e14\u0e39\u0e23\u0e32\u0e22\u0e25\u0e30\u0e40\u0e2d\u0e35\u0e22\u0e14\u0e02\u0e2d\u0e07\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e1e\u0e1a\u0e27\u0e48\u0e32<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u0e21\u0e35 missing data \u0e43\u0e19\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c Workclass, Occupation, Native Country<\/li><li>\u0e21\u0e35\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c\u0e17\u0e35\u0e48\u0e40\u0e01\u0e35\u0e48\u0e22\u0e27\u0e02\u0e49\u0e2d\u0e07\u0e01\u0e31\u0e1a\u0e01\u0e32\u0e23\u0e17\u0e33 Classification \u0e23\u0e32\u0e22\u0e44\u0e14\u0e49\u0e43\u0e19\u0e04\u0e23\u0e31\u0e49\u0e07\u0e19\u0e35\u0e49\u0e04\u0e37\u0e2d <a>Fnlwgt \u0e41\u0e25\u0e30 Education-Num<\/a><\/li><\/ul>\n\n\n\n<p>\u0e40\u0e19\u0e37\u0e48\u0e2d\u0e07\u0e08\u0e32\u0e01\u0e17\u0e38\u0e01\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c\u0e17\u0e35\u0e48\u0e21\u0e35 missing data \u0e21\u0e35\u0e0a\u0e19\u0e34\u0e14\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e40\u0e1b\u0e47\u0e19 string \u0e40\u0e23\u0e32\u0e08\u0e30\u0e17\u0e33\u0e01\u0e32\u0e23 Clean missing Data \u0e42\u0e14\u0e22 \u0e04\u0e49\u0e19\u0e2b\u0e32 module \u0e17\u0e35\u0e48\u0e21\u0e35\u0e0a\u0e37\u0e48\u0e2d\u0e27\u0e48\u0e32 Clean Missing Data \u0e41\u0e25\u0e49\u0e27\u0e25\u0e32\u0e01\u0e21\u0e32\u0e27\u0e32\u0e07\u0e1a\u0e19 Workspace \u0e08\u0e32\u0e01\u0e19\u0e31\u0e49\u0e19\u0e25\u0e32\u0e01\u0e40\u0e2a\u0e49\u0e19\u0e40\u0e0a\u0e37\u0e48\u0e2d\u0e21\u0e01\u0e31\u0e1a\u0e0a\u0e38\u0e14\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e02\u0e2d\u0e07\u0e40\u0e23\u0e32 \u0e08\u0e32\u0e01\u0e19\u0e31\u0e49\u0e19\u0e04\u0e25\u0e34\u0e01 <a>Launch column selector<\/a> \u0e08\u0e32\u0e01\u0e19\u0e31\u0e49\u0e19\u0e01\u0e14\u0e40\u0e25\u0e37\u0e2d\u0e01\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c Workclass, Occupation, Native Country \u0e21\u0e32\u0e44\u0e27\u0e49\u0e17\u0e32\u0e07 Selected Columns \u0e41\u0e25\u0e49\u0e27\u0e04\u0e25\u0e34\u0e01\u0e40\u0e04\u0e23\u0e37\u0e48\u0e2d\u0e07\u0e2b\u0e21\u0e32\u0e22\u0e16\u0e39\u0e01<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"499\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-96-1024x499.png\" alt=\"\" class=\"wp-image-14156\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-96-1024x499.png 1024w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-96-300x146.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-96-768x374.png 768w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-96-600x292.png 600w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-96.png 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u0e08\u0e32\u0e01\u0e19\u0e31\u0e49\u0e19\u0e40\u0e25\u0e37\u0e2d\u0e01 parameter \u0e40\u0e1b\u0e47\u0e19 Replace with mode \u0e41\u0e25\u0e49\u0e01\u0e04\u0e25\u0e34\u0e01 RUN<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"330\" height=\"624\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-97.png\" alt=\"\" class=\"wp-image-14157\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-97.png 330w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-97-159x300.png 159w\" sizes=\"auto, (max-width: 330px) 100vw, 330px\" \/><\/figure>\n\n\n\n<p>\u0e40\u0e25\u0e37\u0e2d\u0e01\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c\u0e17\u0e35\u0e48\u0e19\u0e33\u0e21\u0e32\u0e43\u0e0a\u0e49\u0e43\u0e19\u0e01\u0e32\u0e23\u0e27\u0e34\u0e40\u0e04\u0e23\u0e32\u0e30\u0e22\u0e01\u0e40\u0e27\u0e49\u0e19 Fnlwgt \u0e41\u0e25\u0e30 Education-Num \u0e42\u0e14\u0e22\u0e01\u0e32\u0e23\u0e04\u0e49\u0e19\u0e2b\u0e32 module \u0e17\u0e35\u0e48\u0e0a\u0e37\u0e48\u0e2d\u0e27\u0e48\u0e32 Select columns in dataset \u0e41\u0e25\u0e49\u0e27\u0e04\u0e25\u0e34\u0e01 Launch column selector \u0e42\u0e14\u0e22\u0e40\u0e25\u0e37\u0e2d\u0e01\u0e17\u0e38\u0e01\u0e41\u0e16\u0e27\u0e22\u0e01\u0e40\u0e27\u0e49\u0e19 Fnlwgt \u0e41\u0e25\u0e30 Education-Num \u0e41\u0e25\u0e49\u0e27\u0e04\u0e25\u0e34\u0e01 RUN<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"545\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-98.png\" alt=\"\" class=\"wp-image-14158\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-98.png 1024w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-98-300x160.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-98-768x409.png 768w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-98-600x319.png 600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\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&nbsp; \u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e43\u0e0a\u0e49\u0e43\u0e19\u0e01\u0e32\u0e23 train \u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e41\u0e25\u0e30 test set \u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e17\u0e14\u0e2a\u0e2d\u0e1a\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e17\u0e33\u0e44\u0e14\u0e49\u0e42\u0e14\u0e22\u0e01\u0e32\u0e23\u0e04\u0e49\u0e19\u0e2b\u0e32 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 \u0e14\u0e31\u0e07\u0e19\u0e35\u0e49<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Splitting mode \u0e40\u0e25\u0e37\u0e2d\u0e01 Split Rows<\/li><li>Fraction of rows in the first output dataset \u0e43\u0e2a\u0e48\u0e04\u0e48\u0e32 0.7 \u0e19\u0e31\u0e49\u0e19\u0e04\u0e37\u0e2d\u0e40\u0e23\u0e32\u0e08\u0e30\u0e41\u0e1a\u0e48\u0e07\u0e40\u0e1b\u0e47\u0e19 training set 70% \u0e41\u0e25\u0e30 test set 30% \u0e41\u0e25\u0e49\u0e27\u0e43\u0e2a\u0e48\u0e40\u0e04\u0e23\u0e37\u0e48\u0e2d\u0e07\u0e2b\u0e21\u0e32\u0e22\u0e16\u0e39\u0e01\u0e15\u0e23\u0e07 Randomized split<\/li><li>Random Seed \u0e40\u0e23\u0e32\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e43\u0e2a\u0e48\u0e40\u0e25\u0e02\u0e2d\u0e30\u0e44\u0e23\u0e01\u0e47\u0e44\u0e14\u0e49\u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e43\u0e2b\u0e49\u0e01\u0e32\u0e23\u0e2a\u0e38\u0e48\u0e21\u0e43\u0e19\u0e17\u0e38\u0e01 \u0e46 \u0e04\u0e23\u0e31\u0e49\u0e07\u0e44\u0e14\u0e49\u0e40\u0e25\u0e02\u0e40\u0e14\u0e34\u0e21\u0e42\u0e14\u0e22\u0e43\u0e19\u0e17\u0e35\u0e48\u0e19\u0e35\u0e48\u0e40\u0e23\u0e32\u0e08\u0e30\u0e43\u0e2a\u0e48 123 &nbsp;<\/li><li>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 income<\/li><\/ul>\n\n\n\n<p>\u0e40\u0e21\u0e37\u0e48\u0e2d\u0e15\u0e31\u0e49\u0e07\u0e04\u0e48\u0e32\u0e17\u0e38\u0e01 parameter \u0e40\u0e2a\u0e23\u0e47\u0e08\u0e41\u0e25\u0e49\u0e27\u0e04\u0e25\u0e34\u0e01 RUN<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"488\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-99-1024x488.png\" alt=\"\" class=\"wp-image-14159\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-99-1024x488.png 1024w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-99-300x143.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-99-768x366.png 768w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-99-600x286.png 600w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-99.png 1076w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u0e04\u0e49\u0e19\u0e2b\u0e32 module \u0e17\u0e35\u0e48\u0e21\u0e35\u0e0a\u0e37\u0e48\u0e2d\u0e27\u0e48\u0e32 <a>Two-Class <\/a>Decision Forest \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\u0e04\u0e48\u0e32 parameter \u0e41\u0e15\u0e48\u0e25\u0e30\u0e04\u0e48\u0e32\u0e21\u0e35\u0e04\u0e27\u0e32\u0e21\u0e2b\u0e21\u0e32\u0e22\u0e14\u0e31\u0e07\u0e19\u0e35\u0e49<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Resampling method<ul><li>Replicate : \u0e41\u0e15\u0e48\u0e25\u0e30 tree \u0e08\u0e30\u0e16\u0e39\u0e01 train \u0e14\u0e49\u0e27\u0e22 dataset \u0e0a\u0e38\u0e14\u0e40\u0e14\u0e35\u0e22\u0e27\u0e01\u0e31\u0e19<\/li><\/ul><ul><li>Bagging : decision trees \u0e41\u0e15\u0e48\u0e25\u0e30\u0e15\u0e49\u0e19\u0e08\u0e30\u0e2a\u0e23\u0e49\u0e32\u0e07\u0e08\u0e32\u0e01\u0e15\u0e31\u0e27\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e43\u0e2b\u0e21\u0e48 \u0e42\u0e14\u0e22\u0e08\u0e30\u0e17\u0e33\u0e01\u0e32\u0e23\u0e2a\u0e38\u0e48\u0e21\u0e15\u0e31\u0e27\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e02\u0e2d\u0e07 dataset \u0e41\u0e1a\u0e1a with replacement \u0e41\u0e25\u0e30\u0e1c\u0e25\u0e25\u0e31\u0e1e\u0e18\u0e4c\u0e17\u0e35\u0e48\u0e44\u0e14\u0e49\u0e08\u0e32\u0e01\u0e01\u0e32\u0e23\u0e42\u0e2b\u0e27\u0e15\u0e08\u0e32\u0e01 tree \u0e17\u0e38\u0e01\u0e15\u0e49\u0e19<\/li><\/ul><\/li><li>Create trainer mode :<ul><li>Single Parameter : \u0e23\u0e30\u0e1a\u0e38 set \u0e02\u0e2d\u0e07\u0e04\u0e48\u0e32\u0e40\u0e09\u0e1e\u0e32\u0e30<\/li><li>Parameter Range : \u0e23\u0e30\u0e1a\u0e38\u0e04\u0e48\u0e32\u0e40\u0e09\u0e1e\u0e32\u0e30\u0e2b\u0e25\u0e32\u0e22\u0e04\u0e48\u0e32\u0e41\u0e25\u0e30\u0e23\u0e31\u0e1a set \u0e17\u0e35\u0e48\u0e40\u0e2b\u0e21\u0e32\u0e30\u0e2a\u0e21\u0e17\u0e35\u0e48\u0e2a\u0e38\u0e14\u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a\u0e01\u0e33\u0e2b\u0e19\u0e14\u0e04\u0e48\u0e32<\/li><\/ul><\/li><li>Number of decision trees : \u0e08\u0e33\u0e19\u0e27\u0e19\u0e02\u0e2d\u0e07 decision trees \u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e43\u0e0a\u0e49\u0e43\u0e19\u0e17\u0e33&nbsp; Classification<\/li><li>Maximum depth of the decision trees : \u0e04\u0e27\u0e32\u0e21\u0e25\u0e36\u0e01\u0e2a\u0e39\u0e07\u0e2a\u0e38\u0e14\u0e02\u0e2d\u0e07 <a>decision trees <\/a>\u0e17\u0e38\u0e01\u0e15\u0e49\u0e19 \u0e0b\u0e36\u0e48\u0e07\u0e2b\u0e32\u0e01\u0e21\u0e35\u0e04\u0e27\u0e32\u0e21\u0e25\u0e36\u0e01\u0e21\u0e32\u0e01\u0e2d\u0e32\u0e08\u0e40\u0e1e\u0e34\u0e48\u0e21 Precision \u0e41\u0e15\u0e48\u0e01\u0e47\u0e40\u0e1e\u0e34\u0e48\u0e21\u0e04\u0e27\u0e32\u0e21\u0e40\u0e2a\u0e35\u0e48\u0e22\u0e07\u0e43\u0e19\u0e01\u0e32\u0e23\u0e40\u0e01\u0e34\u0e14 overfitting \u0e44\u0e14\u0e49\u0e40\u0e0a\u0e48\u0e19\u0e40\u0e14\u0e35\u0e22\u0e27\u0e01\u0e31\u0e19<\/li><li>Number of random splits per node : Number of splits \u0e43\u0e0a\u0e49\u0e40\u0e21\u0e37\u0e48\u0e2d\u0e2a\u0e23\u0e49\u0e32\u0e07\u0e41\u0e15\u0e48\u0e25\u0e30 node \u0e02\u0e2d\u0e07 tree \u0e0b\u0e36\u0e48\u0e07\u0e01\u0e32\u0e23 split \u0e2b\u0e21\u0e32\u0e22\u0e04\u0e27\u0e32\u0e21\u0e27\u0e48\u0e32 feature \u0e43\u0e19\u0e41\u0e15\u0e48\u0e25\u0e30\u0e23\u0e30\u0e14\u0e31\u0e1a\u0e02\u0e2d\u0e07 tree (node) \u0e08\u0e30\u0e16\u0e39\u0e01\u0e41\u0e1a\u0e48\u0e07\u0e41\u0e1a\u0e1a\u0e2a\u0e38\u0e48\u0e21<\/li><li>Minimum number of samples per leaf node : \u0e08\u0e33\u0e19\u0e27\u0e19\u0e17\u0e35\u0e48\u0e19\u0e49\u0e2d\u0e22\u0e17\u0e35\u0e48\u0e2a\u0e38\u0e14\u0e02\u0e2d\u0e07\u0e15\u0e31\u0e27\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e15\u0e48\u0e2d leaf node &nbsp;\u0e2b\u0e23\u0e37\u0e2d \u0e08\u0e33\u0e19\u0e27\u0e19 case \u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23<\/li><li>Allow unknown for categorical features : \u0e2a\u0e23\u0e49\u0e32\u0e07\u0e23\u0e30\u0e14\u0e31\u0e1a unknow \u0e40\u0e1e\u0e34\u0e48\u0e21\u0e40\u0e15\u0e34\u0e21<\/li><li>\u0e42\u0e14\u0e22\u0e43\u0e19\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e19\u0e35\u0e49\u0e40\u0e23\u0e32\u0e08\u0e30\u0e01\u0e33\u0e2b\u0e19\u0e14\u0e04\u0e48\u0e32\u0e40\u0e2b\u0e25\u0e48\u0e32\u0e19\u0e35\u0e49\u0e15\u0e32\u0e21 AzureML \u0e01\u0e33\u0e2b\u0e19\u0e14\u0e21\u0e32\u0e41\u0e25\u0e49\u0e27\u0e41\u0e25\u0e30\u0e40\u0e25\u0e37\u0e2d\u0e01 Resampling method \u0e40\u0e1b\u0e47\u0e19 &nbsp;Bagging<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"488\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-100-1024x488.png\" alt=\"\" class=\"wp-image-14160\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-100-1024x488.png 1024w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-100-300x143.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-100-768x366.png 768w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-100-600x286.png 600w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-100.png 1078w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\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 Train Model \u0e25\u0e32\u0e01\u0e21\u0e32\u0e27\u0e32\u0e07\u0e17\u0e35\u0e48 canvas \u0e41\u0e25\u0e30\u0e25\u0e32\u0e01\u0e40\u0e2a\u0e49\u0e19\u0e40\u0e0a\u0e37\u0e48\u0e2d\u0e21\u0e08\u0e32\u0e01 Two-Class Decision Forest \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 Train Model \u0e08\u0e32\u0e01\u0e19\u0e31\u0e49\u0e19\u0e40\u0e25\u0e37\u0e2d\u0e01\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c income<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"399\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-101-1024x399.png\" alt=\"\" class=\"wp-image-14161\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-101-1024x399.png 1024w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-101-300x117.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-101-768x299.png 768w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-101-600x234.png 600w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-101.png 1144w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\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 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<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"624\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-102-1024x624.png\" alt=\"\" class=\"wp-image-14162\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-102-1024x624.png 1024w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-102-300x183.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-102-768x468.png 768w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-102-600x366.png 600w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-102.png 1120w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\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\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"629\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-103-1024x629.png\" alt=\"\" class=\"wp-image-14163\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-103-1024x629.png 1024w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-103-300x184.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-103-768x472.png 768w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-103-600x368.png 600w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-103.png 1119w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><a>Visualize<\/a> \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 0.855 \u0e2b\u0e23\u0e37\u0e2d\u0e40\u0e17\u0e48\u0e32\u0e01\u0e31\u0e1a 85.5 % \u0e41\u0e25\u0e30\u0e21\u0e35\u0e04\u0e48\u0e32 AUC \u0e40\u0e17\u0e48\u0e32\u0e01\u0e31\u0e1a 0.904 \u0e41\u0e25\u0e30\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e43\u0e0a\u0e49\u0e27\u0e31\u0e14\u0e1b\u0e23\u0e30\u0e2a\u0e34\u0e17\u0e18\u0e34\u0e20\u0e32\u0e1e\u0e02\u0e2d\u0e07\u0e42\u0e21\u0e40\u0e14\u0e25\u0e21\u0e35\u0e04\u0e48\u0e32\u0e17\u0e35\u0e48\u0e2a\u0e39\u0e07\u0e17\u0e38\u0e01 \u0e46 \u0e04\u0e48\u0e32 \u0e17\u0e33\u0e43\u0e2b\u0e49\u0e40\u0e23\u0e32\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e2a\u0e23\u0e38\u0e1b\u0e44\u0e14\u0e49\u0e27\u0e48\u0e32 Two-Class Decision Forest \u0e40\u0e1b\u0e47\u0e19\u0e42\u0e21\u0e40\u0e14\u0e25\u0e17\u0e35\u0e48\u0e21\u0e35\u0e1b\u0e23\u0e30\u0e2a\u0e34\u0e17\u0e18\u0e34\u0e20\u0e32\u0e1e\u0e17\u0e35\u0e48\u0e14\u0e35\u0e41\u0e25\u0e30\u0e40\u0e2b\u0e21\u0e32\u0e30\u0e43\u0e19\u0e01\u0e32\u0e23 Classification \u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e23\u0e32\u0e22\u0e44\u0e14\u0e49\u0e02\u0e2d\u0e07\u0e1b\u0e23\u0e30\u0e0a\u0e32\u0e01\u0e23<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"416\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-104-1024x416.png\" alt=\"\" class=\"wp-image-14164\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-104-1024x416.png 1024w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-104-300x122.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-104-768x312.png 768w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-104-600x244.png 600w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-104.png 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-pullquote is-style-default has-border-color\" style=\"border-color:#faa91b\"><blockquote><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><p>Microsoft Azure<\/p><cite>02-440-0408 \/ sales@fusionsol.com<\/cite><\/blockquote><\/figure>\n\n\n\n<p>Link to&nbsp;<a href=\"https:\/\/www.fusionsol.com\/en\/products\/azure-ai-2\/\">Implement Azure<\/a>&nbsp;,&nbsp;<a rel=\"noreferrer noopener\" href=\"https:\/\/www.fusionsol.com\/en\/products\/power-bi\/\" target=\"_blank\">Implement Power BI<\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>\u0e1a\u0e17\u0e17\u0e35\u0e48 19-Two-Class Decision Forest \u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23 Classification \u0e23\u0e32\u0e22\u0e44\u0e14\u0e49\u0e14\u0e49\u0e27\u0e22\u0e42\u0e21\u0e40\u0e14\u0e25 Two-Class Decision Forest \u0e42\u0e14\u0e22 AzureML \u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23 Classification \u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e19\u0e31\u0e49\u0e19\u0e21\u0e35\u0e2b\u0e25\u0e32\u0e01\u0e2b\u0e25\u0e32\u0e22\u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e43\u0e2b\u0e49\u0e40\u0e23\u0e32\u0e44\u0e14\u0e49\u0e40\u0e25\u0e37\u0e2d\u0e01\u0e21\u0e32\u0e43\u0e0a\u0e49\u0e43\u0e19\u0e01\u0e32\u0e23\u0e41\u0e22\u0e01\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e02\u0e2d\u0e07\u0e40\u0e23\u0e32\u0e41\u0e25\u0e30\u0e2b\u0e19\u0e36\u0e48\u0e07\u0e43\u0e19\u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e17\u0e35\u0e48\u0e19\u0e34\u0e22\u0e21\u0e16\u0e39\u0e01\u0e19\u0e33\u0e21\u0e32\u0e43\u0e0a\u0e49\u0e43\u0e19\u0e01\u0e32\u0e23 Classification \u0e04\u0e37\u0e2d Random Forest \u0e2b\u0e23\u0e37\u0e2d Decision Forest \u0e42\u0e21\u0e40\u0e14\u0e25\u0e17\u0e35\u0e48\u0e40\u0e01\u0e34\u0e14\u0e08\u0e32\u0e01\u0e01\u0e32\u0e23\u0e19\u0e33 Decision tree \u0e2b\u0e25\u0e32\u0e22 \u0e46 \u0e15\u0e49\u0e19\u0e43\u0e19\u0e01\u0e32\u0e23 Classify \u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e02\u0e2d\u0e07\u0e40\u0e23\u0e32\u0e08\u0e32\u0e01\u0e19\u0e31\u0e49\u0e19\u0e08\u0e30\u0e17\u0e33\u0e01\u0e32\u0e23\u0e42\u0e2b\u0e27\u0e15\u0e1c\u0e25\u0e25\u0e31\u0e1e\u0e18\u0e4c\u0e17\u0e35\u0e48\u0e44\u0e14\u0e49\u0e21\u0e32\u0e01\u0e17\u0e35\u0e48\u0e2a\u0e38\u0e14\u0e08\u0e32\u0e01\u0e15\u0e49\u0e19\u0e44\u0e21\u0e49\u0e17\u0e38\u0e01\u0e15\u0e49\u0e19 \u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e08\u0e30\u0e17\u0e33\u0e01\u0e32\u0e23&nbsp; Classify \u0e27\u0e31\u0e19\u0e19\u0e35\u0e49\u0e04\u0e37\u0e2d\u0e0a\u0e38\u0e14\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e17\u0e35\u0e48\u0e0a\u0e37\u0e48\u0e2d\u0e27\u0e48\u0e32 Adult Census Income \u0e17\u0e35\u0e48\u0e21\u0e35 32561 \u0e41\u0e16\u0e27 \u0e41\u0e25\u0e30 15 \u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c\u0e42\u0e14\u0e22\u0e21\u0e35\u0e40\u0e1b\u0e49\u0e32\u0e2b\u0e21\u0e32\u0e22\u0e04\u0e37\u0e2d\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e41\u0e22\u0e01\u0e1b\u0e23\u0e30\u0e40\u0e20\u0e17\u0e02\u0e2d\u0e07\u0e23\u0e32\u0e22\u0e44\u0e14\u0e49\u0e02\u0e2d\u0e07\u0e1b\u0e23\u0e30\u0e0a\u0e32\u0e01\u0e23 \u0e42\u0e14\u0e22\u0e01\u0e32\u0e23\u0e41\u0e22\u0e01\u0e40\u0e1b\u0e47\u0e19 2 \u0e1b\u0e23\u0e30\u0e40\u0e20\u0e17\u0e04\u0e37\u0e2d \u0e1c\u0e39\u0e49\u0e17\u0e35\u0e48\u0e21\u0e35\u0e23\u0e32\u0e22\u0e44\u0e14\u0e49\u0e19\u0e49\u0e2d\u0e22\u0e01\u0e27\u0e48\u0e32\u0e2b\u0e23\u0e37\u0e2d\u0e40\u0e17\u0e48\u0e32\u0e01\u0e31\u0e1a 50000 \u0e41\u0e25\u0e30\u0e1c\u0e39\u0e49\u0e17\u0e35\u0e48\u0e21\u0e35\u0e23\u0e32\u0e22\u0e44\u0e14\u0e49\u0e21\u0e32\u0e01\u0e01\u0e27\u0e48\u0e32 50000 \u0e1a\u0e32\u0e17 \u0e42\u0e14\u0e22\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e02\u0e2d\u0e07\u0e40\u0e23\u0e32\u0e21\u0e35 feature \u0e17\u0e35\u0e48\u0e0a\u0e48\u0e27\u0e22\u0e43\u0e19\u0e01\u0e32\u0e23\u0e17\u0e33 Classification \u0e17\u0e31\u0e49\u0e07\u0e2b\u0e21\u0e14&hellip;<\/p>","protected":false},"author":3,"featured_media":14108,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2113],"tags":[2129,4099],"class_list":["post-14154","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 v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Two-Class Decision Forest - Fusion Solution<\/title>\n<meta name=\"description\" content=\"Two-Class Decision Forest\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.fusionsol.com\/en\/blog\/two-class-decision-forest\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Two-Class Decision Forest - Fusion Solution\" \/>\n<meta property=\"og:description\" content=\"Two-Class Decision Forest\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.fusionsol.com\/en\/blog\/two-class-decision-forest\/\" \/>\n<meta property=\"og:site_name\" content=\"Fusion Solution\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/fusion.solution\/\" \/>\n<meta property=\"article:author\" content=\"https:\/\/www.facebook.com\/seksan.dusadeeviroj\" \/>\n<meta property=\"article:published_time\" content=\"2020-11-11T02:23:04+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2022-08-14T01:29:28+00:00\" \/>\n<meta property=\"og:image\" 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