{"id":14167,"date":"2020-11-11T08:26:37","date_gmt":"2020-11-11T08:26:37","guid":{"rendered":"https:\/\/fusionsol.com\/?p=14167"},"modified":"2025-01-23T10:54:45","modified_gmt":"2025-01-23T03:54:45","slug":"decision-forest-regression","status":"publish","type":"post","link":"https:\/\/www.fusionsol.com\/en\/blog\/decision-forest-regression\/","title":{"rendered":"Decision Forest 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 20-Decision Forest Regression<\/h1>\n<\/blockquote>\n<p><strong>\u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e17\u0e33\u0e19\u0e32\u0e22\u0e23\u0e32\u0e04\u0e32\u0e23\u0e16\u0e22\u0e19\u0e15\u0e4c\u0e14\u0e49\u0e27\u0e22\u0e42\u0e21\u0e40\u0e14\u0e25 Decision Forest Regression \u0e07\u0e48\u0e32\u0e22 \u0e46 \u0e41\u0e04\u0e48\u0e43\u0e0a\u0e49 AzureML<\/strong><\/p>\n<p>Decision tree \u0e41\u0e25\u0e30 <a>Random Forest <\/a>\u0e40\u0e1b\u0e47\u0e19\u0e42\u0e21\u0e40\u0e14\u0e25\u0e43\u0e19\u0e01\u0e32\u0e23\u0e17\u0e33 Classification \u0e17\u0e35\u0e48\u0e2b\u0e25\u0e32\u0e22 \u0e46 \u0e04\u0e19\u0e04\u0e07\u0e04\u0e38\u0e49\u0e19\u0e40\u0e04\u0e22\u0e40\u0e1b\u0e47\u0e19\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e14\u0e35\u0e41\u0e15\u0e48\u0e15\u0e31\u0e27 Decision tree \u0e41\u0e25\u0e30 Random Forest \u0e44\u0e21\u0e48\u0e44\u0e14\u0e49\u0e17\u0e33\u0e44\u0e14\u0e49\u0e41\u0e04\u0e48\u0e01\u0e32\u0e23\u0e17\u0e33 Classification \u0e40\u0e1e\u0e35\u0e22\u0e07\u0e40\u0e17\u0e48\u0e32\u0e19\u0e31\u0e49\u0e19\u0e22\u0e31\u0e07\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e17\u0e33 Regression \u0e2b\u0e23\u0e37\u0e2d\u0e01\u0e32\u0e23\u0e17\u0e33\u0e19\u0e32\u0e22\u0e1c\u0e25\u0e25\u0e31\u0e1e\u0e18\u0e4c\u0e43\u0e19\u0e40\u0e0a\u0e34\u0e07\u0e15\u0e31\u0e27\u0e40\u0e25\u0e02\u0e44\u0e14\u0e49\u0e2d\u0e35\u0e01\u0e14\u0e49\u0e27\u0e22 \u0e42\u0e14\u0e22\u0e01\u0e32\u0e23\u0e41\u0e1a\u0e48\u0e07\u0e15\u0e49\u0e19\u0e44\u0e21\u0e49\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e17\u0e33\u0e44\u0e14\u0e49\u0e14\u0e31\u0e07\u0e23\u0e39\u0e1b<\/p>\n<p>&nbsp;<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"423\" class=\"wp-image-14169\" src=\"https:\/\/fusionsol.com\/wp-content\/uploads\/2020\/11\/image-105-1024x423.png\" alt=\"\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-105-1024x423.png 1024w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-105-300x124.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-105-768x317.png 768w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-105-600x248.png 600w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-105.png 1329w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<p>\u0e1c\u0e25\u0e25\u0e31\u0e1e\u0e18\u0e4c\u0e02\u0e2d\u0e07 Decision Tree Regression \u0e08\u0e32\u0e01\u0e21\u0e32\u0e08\u0e32\u0e01\u0e04\u0e48\u0e32\u0e40\u0e09\u0e25\u0e35\u0e48\u0e22\u0e02\u0e2d\u0e07\u0e41\u0e15\u0e48\u0e25\u0e30\u0e1e\u0e37\u0e49\u0e19\u0e17\u0e35\u0e48\u0e43\u0e19\u0e17\u0e38\u0e01 \u0e46 \u0e1e\u0e37\u0e49\u0e19\u0e17\u0e35\u0e48\u0e2b\u0e23\u0e37\u0e2d\u0e17\u0e38\u0e01 \u0e46 \u0e43\u0e1a\u0e02\u0e2d\u0e07 tree \u0e2d\u0e32\u0e08\u0e40\u0e2a\u0e49\u0e19\u0e01\u0e32\u0e23\u0e16\u0e14\u0e16\u0e2d\u0e1a\u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a data points \u0e43\u0e19\u0e41\u0e15\u0e48\u0e25\u0e30\u0e1e\u0e37\u0e49\u0e19\u0e17\u0e35\u0e48 \u0e41\u0e25\u0e30\u0e01\u0e32\u0e23\u0e19\u0e33 Decision tree \u0e2b\u0e25\u0e32\u0e22 \u0e46 \u0e15\u0e49\u0e19\u0e21\u0e32\u0e27\u0e34\u0e40\u0e04\u0e23\u0e32\u0e30\u0e2b\u0e4c\u0e41\u0e25\u0e49\u0e27\u0e2b\u0e32\u0e04\u0e48\u0e32\u0e40\u0e09\u0e25\u0e35\u0e48\u0e22\u0e01\u0e31\u0e19\u0e40\u0e23\u0e32\u0e08\u0e30\u0e40\u0e23\u0e35\u0e22\u0e01\u0e27\u0e48\u0e32\u00a0 Random Forest Regression \u0e2b\u0e23\u0e37\u0e2d Decision Forest Regression<\/p>\n<p>\u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a dataset \u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e08\u0e30\u0e17\u0e33\u0e19\u0e32\u0e22\u0e42\u0e14\u0e22\u0e43\u0e0a\u0e49 Decision Forest Regression \u0e04\u0e37\u0e2d\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e04\u0e38\u0e13\u0e2a\u0e21\u0e1a\u0e31\u0e15\u0e34 \u0e2b\u0e23\u0e37\u0e2d feature \u0e17\u0e35\u0e48\u0e2a\u0e48\u0e07\u0e1c\u0e25\u0e15\u0e48\u0e2d\u0e23\u0e32\u0e04\u0e32\u0e02\u0e2d\u0e07\u0e23\u0e16\u0e22\u0e19\u0e15\u0e4c \u0e41\u0e25\u0e30\u0e2a\u0e34\u0e48\u0e07\u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e17\u0e33\u0e19\u0e32\u0e22\u0e04\u0e37\u0e2d\u0e23\u0e32\u0e04\u0e32\u0e23\u0e16\u0e22\u0e19\u0e15\u0e4c\u0e42\u0e14\u0e22\u0e43\u0e0a\u0e49 feature \u0e15\u0e48\u0e32\u0e07 \u0e46 \u0e40\u0e2b\u0e25\u0e48\u0e32\u0e19\u0e35\u0e49\u0e21\u0e32\u0e43\u0e0a\u0e49\u0e43\u0e19\u0e01\u0e32\u0e23\u0e17\u0e33\u0e19\u0e32\u0e22<\/p>\n<p>&nbsp;<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"491\" class=\"wp-image-14170\" src=\"https:\/\/fusionsol.com\/wp-content\/uploads\/2020\/11\/image-106-1024x491.png\" alt=\"\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-106-1024x491.png 1024w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-106-300x144.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-106-768x368.png 768w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-106-600x288.png 600w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-106.png 1135w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<p>\u0e42\u0e14\u0e22 dataset \u0e02\u0e2d\u0e07\u0e40\u0e23\u0e32\u0e21\u0e35\u0e17\u0e31\u0e49\u0e07\u0e2b\u0e21\u0e14 205 \u0e41\u0e16\u0e27 26 \u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c \u0e41\u0e25\u0e30\u0e21\u0e35 missing data \u0e40\u0e01\u0e37\u0e2d\u0e1a\u0e17\u0e38\u0e01\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c \u0e41\u0e25\u0e30\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c\u0e17\u0e35\u0e48\u0e40\u0e1b\u0e47\u0e19\u0e40\u0e1b\u0e49\u0e32\u0e2b\u0e21\u0e32\u0e22\u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e17\u0e33\u0e19\u0e32\u0e22\u0e04\u0e37\u0e2d price \u0e0b\u0e36\u0e48\u0e07\u0e40\u0e23\u0e32\u0e21\u0e35\u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e17\u0e33\u0e17\u0e32\u0e22\u0e23\u0e32\u0e04\u0e32\u0e23\u0e16\u0e22\u0e19\u0e15\u0e4c\u0e42\u0e14\u0e22\u0e43\u0e0a\u0e49 AzureML \u0e14\u0e31\u0e07\u0e19\u0e35\u0e49<\/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 \u00a0Replace with mode \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=\"971\" height=\"456\" class=\"wp-image-14171\" src=\"https:\/\/fusionsol.com\/wp-content\/uploads\/2020\/11\/image-107.png\" alt=\"\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-107.png 971w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-107-300x141.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-107-768x361.png 768w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-107-600x282.png 600w\" sizes=\"auto, (max-width: 971px) 100vw, 971px\" \/><\/figure>\n<p>\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<\/p>\n<p>&nbsp;<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"475\" class=\"wp-image-14172\" src=\"https:\/\/fusionsol.com\/wp-content\/uploads\/2020\/11\/image-108-1024x475.png\" alt=\"\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-108-1024x475.png 1024w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-108-300x139.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-108-768x356.png 768w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-108-600x278.png 600w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-108.png 1066w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<p>\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<\/p>\n<p>&nbsp;<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"482\" class=\"wp-image-14173\" src=\"https:\/\/fusionsol.com\/wp-content\/uploads\/2020\/11\/image-109-1024x482.png\" alt=\"\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-109-1024x482.png 1024w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-109-300x141.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-109-768x362.png 768w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-109-600x283.png 600w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-109.png 1070w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\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\u00a0 \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 \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 70% \u0e41\u0e25\u0e30 test set 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<\/p>\n<p>&nbsp;<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1014\" height=\"474\" class=\"wp-image-14174\" src=\"https:\/\/fusionsol.com\/wp-content\/uploads\/2020\/11\/image-110.png\" alt=\"\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-110.png 1014w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-110-300x140.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-110-768x359.png 768w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-110-600x280.png 600w\" sizes=\"auto, (max-width: 1014px) 100vw, 1014px\" \/><\/figure>\n<p>\u0e04\u0e49\u0e19\u0e2b\u0e32 module \u0e17\u0e35\u0e48\u0e21\u0e35\u0e0a\u0e37\u0e48\u0e2d\u0e27\u0e48\u0e32 <a>Decision Forest Regression <\/a>\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 \u0e08\u0e30\u0e40\u0e2b\u0e21\u0e37\u0e2d\u0e19\u0e01\u0e31\u0e1a\u0e15\u0e31\u0e27 Decision Forest \u0e17\u0e35\u0e48\u0e40\u0e1b\u0e47\u0e19 classification \u0e41\u0e25\u0e30\u0e43\u0e19\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e19\u0e35\u0e49\u0e40\u0e23\u0e32\u0e08\u0e30\u0e43\u0e0a\u0e49 parameter \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=\"466\" class=\"wp-image-14175\" src=\"https:\/\/fusionsol.com\/wp-content\/uploads\/2020\/11\/image-111-1024x466.png\" alt=\"Decision Forest Regression\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-111-1024x466.png 1024w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-111-300x136.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-111-768x349.png 768w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-111-600x273.png 600w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-111.png 1119w\" 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 Train Model \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 Decision Forest 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 Train Model \u0e08\u0e32\u0e01\u0e19\u0e31\u0e49\u0e19\u0e40\u0e25\u0e37\u0e2d\u0e01\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c price<\/p>\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<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=\"1024\" height=\"651\" class=\"wp-image-14176\" src=\"https:\/\/fusionsol.com\/wp-content\/uploads\/2020\/11\/image-112-1024x651.png\" alt=\"Decision Forest Regression\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-112-1024x651.png 1024w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-112-300x191.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-112-768x489.png 768w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-112-600x382.png 600w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-112.png 1124w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<p>\u0e40\u0e21\u0e37\u0e48\u0e2d\u0e40\u0e23\u0e32 Visualize \u0e14\u0e39\u0e1c\u0e25\u0e25\u0e31\u0e1e\u0e18\u0e4c\u0e08\u0e30\u0e1e\u0e1a\u0e27\u0e48\u0e32\u0e21\u0e35\u0e04\u0e48\u0e32 Coefficient of Determination \u0e40\u0e17\u0e48\u0e32\u0e01\u0e31\u0e1a 0.839443 \u0e19\u0e31\u0e49\u0e19\u0e2b\u0e21\u0e32\u0e22\u0e04\u0e27\u0e32\u0e21\u0e27\u0e48\u0e32 price \u0e16\u0e39\u0e01\u0e2d\u0e18\u0e34\u0e1a\u0e32\u0e22\u0e14\u0e49\u0e27\u0e22 feature \u0e02\u0e2d\u0e07\u0e40\u0e23\u0e32\u0e44\u0e14\u0e49\u0e16\u0e36\u0e07 83.9443%\u00a0 \u0e14\u0e31\u0e07\u0e19\u0e31\u0e49\u0e19 Decision Forest Regression \u0e21\u0e35\u0e1b\u0e23\u0e30\u0e2a\u0e34\u0e17\u0e18\u0e34\u0e20\u0e32\u0e1e\u0e41\u0e25\u0e30\u0e40\u0e2b\u0e21\u0e32\u0e30\u0e2a\u0e21\u0e43\u0e19\u0e01\u0e32\u0e23\u0e17\u0e33\u0e19\u0e32\u0e22\u0e23\u0e32\u0e04\u0e32\u0e23\u0e16\u0e22\u0e19\u0e15\u0e4c<\/p>\n<p>&nbsp;<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"423\" class=\"wp-image-14177\" src=\"https:\/\/fusionsol.com\/wp-content\/uploads\/2020\/11\/image-113-1024x423.png\" alt=\"Decision Forest Regression\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-113-1024x423.png 1024w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-113-300x124.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-113-768x317.png 768w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-113-600x248.png 600w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/2020\/11\/image-113.png 1120w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\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>Reference <a href=\"https:\/\/learn.microsoft.com\/en-us\/azure\/machine-learning\/component-reference\/decision-forest-regression\">Decision Forest Regression<\/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 20-Decision Forest Regression \u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e17\u0e33\u0e19\u0e32\u0e22\u0e23\u0e32\u0e04\u0e32\u0e23\u0e16\u0e22\u0e19\u0e15\u0e4c\u0e14\u0e49\u0e27\u0e22\u0e42\u0e21\u0e40\u0e14\u0e25 Decision Forest Regression \u0e07\u0e48\u0e32\u0e22 \u0e46 \u0e41\u0e04\u0e48\u0e43\u0e0a\u0e49 AzureML Decision tree \u0e41\u0e25\u0e30 Random Forest \u0e40\u0e1b\u0e47\u0e19\u0e42\u0e21\u0e40\u0e14\u0e25\u0e43\u0e19\u0e01\u0e32\u0e23\u0e17\u0e33 Classification \u0e17\u0e35\u0e48\u0e2b\u0e25\u0e32\u0e22 \u0e46 \u0e04\u0e19\u0e04\u0e07\u0e04\u0e38\u0e49\u0e19\u0e40\u0e04\u0e22\u0e40\u0e1b\u0e47\u0e19\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e14\u0e35\u0e41\u0e15\u0e48\u0e15\u0e31\u0e27 Decision tree \u0e41\u0e25\u0e30 Random Forest \u0e44\u0e21\u0e48\u0e44\u0e14\u0e49\u0e17\u0e33\u0e44\u0e14\u0e49\u0e41\u0e04\u0e48\u0e01\u0e32\u0e23\u0e17\u0e33 Classification \u0e40\u0e1e\u0e35\u0e22\u0e07\u0e40\u0e17\u0e48\u0e32\u0e19\u0e31\u0e49\u0e19\u0e22\u0e31\u0e07\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e17\u0e33 Regression \u0e2b\u0e23\u0e37\u0e2d\u0e01\u0e32\u0e23\u0e17\u0e33\u0e19\u0e32\u0e22\u0e1c\u0e25\u0e25\u0e31\u0e1e\u0e18\u0e4c\u0e43\u0e19\u0e40\u0e0a\u0e34\u0e07\u0e15\u0e31\u0e27\u0e40\u0e25\u0e02\u0e44\u0e14\u0e49\u0e2d\u0e35\u0e01\u0e14\u0e49\u0e27\u0e22 \u0e42\u0e14\u0e22\u0e01\u0e32\u0e23\u0e41\u0e1a\u0e48\u0e07\u0e15\u0e49\u0e19\u0e44\u0e21\u0e49\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e17\u0e33\u0e44\u0e14\u0e49\u0e14\u0e31\u0e07\u0e23\u0e39\u0e1b &nbsp; 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\u0e15\u0e49\u0e19\u0e21\u0e32\u0e27\u0e34\u0e40\u0e04\u0e23\u0e32\u0e30\u0e2b\u0e4c\u0e41\u0e25\u0e49\u0e27\u0e2b\u0e32\u0e04\u0e48\u0e32\u0e40\u0e09\u0e25\u0e35\u0e48\u0e22\u0e01\u0e31\u0e19\u0e40\u0e23\u0e32\u0e08\u0e30\u0e40\u0e23\u0e35\u0e22\u0e01\u0e27\u0e48\u0e32\u00a0 Random&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-14167","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 v28.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Decision Forest Regression \u0e04\u0e37\u0e2d \u0e41\u0e19\u0e30\u0e19\u0e33\u0e01\u0e32\u0e23\u0e17\u0e33 Config 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