{"id":14071,"date":"2020-11-07T03:40:33","date_gmt":"2020-11-07T03:40:33","guid":{"rendered":"https:\/\/www.fusionsol.com\/?p=14071"},"modified":"2022-08-14T16:46:16","modified_gmt":"2022-08-14T09:46:16","slug":"smote-with-azureml","status":"publish","type":"post","link":"https:\/\/www.fusionsol.com\/en\/blog\/smote-with-azureml\/","title":{"rendered":"SMOTE with AzureML"},"content":{"rendered":"<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p>\u0e1a\u0e17\u0e17\u0e35\u0e48 13-SMOTE with AzureML<\/p><\/blockquote>\n\n\n\n<p><strong>\u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e08\u0e31\u0e14\u0e01\u0e32\u0e23\u0e01\u0e31\u0e1a Dataset \u0e17\u0e35\u0e48\u0e44\u0e21\u0e48\u0e2a\u0e21\u0e14\u0e38\u0e25\u0e01\u0e31\u0e19\u0e14\u0e49\u0e27\u0e22 SMOTE \u0e42\u0e14\u0e22\u0e43\u0e0a\u0e49 AzureML<\/strong><\/p>\n\n\n\n<p>\u0e43\u0e19\u0e01\u0e23\u0e30\u0e1a\u0e27\u0e19\u0e01\u0e32\u0e23\u0e40\u0e15\u0e23\u0e35\u0e22\u0e21\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e1b\u0e31\u0e0d\u0e2b\u0e32\u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e1e\u0e1a\u0e44\u0e14\u0e49\u0e41\u0e25\u0e30\u0e40\u0e23\u0e32\u0e04\u0e27\u0e23\u0e17\u0e33\u0e01\u0e32\u0e23\u0e41\u0e01\u0e49\u0e44\u0e02\u0e21\u0e31\u0e19\u0e04\u0e37\u0e2d \u0e01\u0e32\u0e23\u0e17\u0e35\u0e48 dataset \u0e21\u0e35\u0e08\u0e33\u0e19\u0e27\u0e19\u0e44\u0e21\u0e48\u0e2a\u0e21\u0e14\u0e38\u0e25\u0e01\u0e31\u0e19 \u0e40\u0e0a\u0e48\u0e19 \u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e41\u0e23\u0e01\u0e21\u0e35 99 % \u0e41\u0e25\u0e30\u0e2d\u0e35\u0e01\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e21\u0e35 1%&nbsp; \u0e0b\u0e36\u0e48\u0e07\u0e01\u0e32\u0e23\u0e17\u0e35\u0e48\u0e08\u0e33\u0e19\u0e27\u0e19\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25 &nbsp;2 class \u0e17\u0e33\u0e43\u0e2b\u0e49\u0e1c\u0e25\u0e08\u0e32\u0e01\u0e01\u0e32\u0e23 classify \u0e40\u0e01\u0e34\u0e14\u0e01\u0e32\u0e23\u0e17\u0e33\u0e19\u0e32\u0e22\u0e17\u0e35\u0e48\u0e25\u0e33\u0e40\u0e2d\u0e35\u0e22\u0e14 \u0e41\u0e25\u0e30\u0e04\u0e27\u0e32\u0e21\u0e41\u0e21\u0e48\u0e19\u0e22\u0e33\u0e17\u0e35\u0e48\u0e2d\u0e32\u0e08\u0e17\u0e33\u0e43\u0e2b\u0e49\u0e40\u0e23\u0e32\u0e40\u0e02\u0e49\u0e32\u0e43\u0e08\u0e1c\u0e34\u0e14\u0e44\u0e14\u0e49 \u0e0b\u0e36\u0e48\u0e07\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e17\u0e35\u0e48\u0e40\u0e1b\u0e47\u0e19\u0e41\u0e1a\u0e1a\u0e19\u0e35\u0e49\u0e15\u0e31\u0e27\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e40\u0e0a\u0e48\u0e19 \u0e01\u0e32\u0e23\u0e09\u0e49\u0e2d\u0e42\u0e01\u0e07\u0e1a\u0e31\u0e15\u0e23\u0e40\u0e04\u0e23\u0e14\u0e34\u0e15 \u0e02\u0e49\u0e2d\u0e1a\u0e01\u0e1e\u0e23\u0e48\u0e2d\u0e07\u0e43\u0e19\u0e01\u0e32\u0e23\u0e1c\u0e25\u0e34\u0e15 \u0e01\u0e32\u0e23\u0e27\u0e34\u0e19\u0e34\u0e08\u0e09\u0e31\u0e22\u0e42\u0e23\u0e04\u0e17\u0e35\u0e48\u0e2b\u0e32\u0e2d\u0e22\u0e32\u0e01 \u0e20\u0e31\u0e22\u0e1e\u0e34\u0e1a\u0e31\u0e15\u0e34\u0e17\u0e32\u0e07\u0e18\u0e23\u0e23\u0e21\u0e0a\u0e32\u0e15\u0e34&nbsp; \u0e01\u0e32\u0e23\u0e25\u0e07\u0e17\u0e30\u0e40\u0e1a\u0e35\u0e22\u0e19\u0e01\u0e31\u0e1a\u0e2a\u0e16\u0e32\u0e1a\u0e31\u0e19\u0e0a\u0e31\u0e49\u0e19\u0e19\u0e33<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"222\" height=\"186\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-45.png\" alt=\"\" class=\"wp-image-14072\" \/><\/figure>\n\n\n\n<p>\u0e0b\u0e36\u0e48\u0e07\u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e41\u0e01\u0e49\u0e1b\u0e31\u0e0d\u0e2b\u0e32\u0e40\u0e25\u0e48\u0e32\u0e19\u0e35\u0e49\u0e40\u0e23\u0e32\u0e08\u0e30\u0e17\u0e33\u0e44\u0e14\u0e49\u0e42\u0e14\u0e22\u0e01\u0e32\u0e23\u0e40\u0e1e\u0e34\u0e48\u0e21\u0e40\u0e2a\u0e35\u0e22\u0e07\u0e2a\u0e48\u0e27\u0e19\u0e19\u0e49\u0e2d\u0e22\u0e2b\u0e23\u0e37\u0e2d\u0e25\u0e14\u0e40\u0e2a\u0e35\u0e22\u0e07\u0e2a\u0e48\u0e27\u0e19\u0e43\u0e2b\u0e0d\u0e48\u0e0b\u0e36\u0e48\u0e07\u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e40\u0e1e\u0e34\u0e48\u0e21\u0e40\u0e2a\u0e35\u0e22\u0e07\u0e2a\u0e48\u0e27\u0e19\u0e19\u0e49\u0e2d\u0e22\u0e40\u0e23\u0e32\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e17\u0e33\u0e44\u0e14\u0e49\u0e42\u0e14\u0e22\u0e01\u0e32\u0e23\u0e43\u0e0a\u0e49\u0e27\u0e34\u0e18\u0e35\u0e17\u0e35\u0e48\u0e40\u0e23\u0e35\u0e22\u0e01\u0e27\u0e48\u0e32 Synthetic Minority&nbsp; Oversampling Technique (SMOTE) \u0e0b\u0e36\u0e48\u0e07\u0e21\u0e35\u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e04\u0e37\u0e2d<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u0e23\u0e30\u0e1a\u0e38 feature vector \u0e41\u0e25\u0e30 \u0e08\u0e38\u0e14\u0e17\u0e35\u0e48\u0e43\u0e01\u0e25\u0e49\u0e17\u0e35\u0e48\u0e2a\u0e38\u0e14<\/li><li>\u0e43\u0e0a\u0e49\u0e04\u0e27\u0e32\u0e21\u0e41\u0e15\u0e01\u0e15\u0e48\u0e32\u0e07\u0e23\u0e30\u0e2b\u0e27\u0e48\u0e32\u0e07\u0e17\u0e31\u0e49\u0e07\u0e2a\u0e2d\u0e07<\/li><li>\u0e04\u0e39\u0e13\u0e04\u0e27\u0e32\u0e21\u0e41\u0e15\u0e01\u0e15\u0e48\u0e32\u0e07\u0e14\u0e49\u0e27\u0e22\u0e15\u0e31\u0e27\u0e40\u0e25\u0e02\u0e2a\u0e38\u0e48\u0e21\u0e23\u0e30\u0e2b\u0e27\u0e48\u0e32\u0e07 0 \u0e16\u0e36\u0e07 1<\/li><li>\u0e23\u0e30\u0e1a\u0e38\u0e08\u0e38\u0e14\u0e43\u0e2b\u0e21\u0e48\u0e1a\u0e19\u0e2a\u0e48\u0e27\u0e19\u0e02\u0e2d\u0e07\u0e40\u0e2a\u0e49\u0e19\u0e15\u0e23\u0e07\u0e42\u0e14\u0e22\u0e01\u0e32\u0e23\u0e40\u0e1e\u0e34\u0e48\u0e21\u0e2b\u0e21\u0e32\u0e22\u0e40\u0e25\u0e02\u0e2a\u0e38\u0e48\u0e21\u0e25\u0e07\u0e43\u0e19 feature vector<\/li><li>\u0e17\u0e33\u0e0b\u0e49\u0e33\u0e02\u0e31\u0e49\u0e19\u0e15\u0e2d\u0e19\u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a feature vector \u0e17\u0e35\u0e48\u0e23\u0e30\u0e1a\u0e38<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"456\" height=\"187\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-46.png\" alt=\"\" class=\"wp-image-14073\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-46.png 456w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-46-300x123.png 300w\" sizes=\"auto, (max-width: 456px) 100vw, 456px\" \/><\/figure>\n\n\n\n<p>\u0e42\u0e14\u0e22\u0e15\u0e31\u0e27\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e17\u0e33 <a>SMOTE <\/a>\u0e43\u0e19\u0e27\u0e31\u0e19\u0e19\u0e35\u0e49\u0e04\u0e37\u0e2d LoanSMOTE \u0e0b\u0e36\u0e48\u0e07\u0e21\u0e35\u0e08\u0e33\u0e19\u0e27\u0e19 100 \u0e41\u0e16\u0e27\u0e41\u0e25\u0e30 13 \u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c \u0e42\u0e14\u0e22\u0e17\u0e35\u0e48\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c Loan_Status \u0e21\u0e35\u0e04\u0e48\u0e32 Y \u0e16\u0e36\u0e07 89 \u0e04\u0e48\u0e32\u0e2b\u0e23\u0e37\u0e2d 89% \u0e41\u0e25\u0e30\u0e21\u0e35\u0e04\u0e48\u0e32 N \u0e41\u0e04\u0e48 11 \u0e04\u0e48\u0e32\u0e2b\u0e23\u0e37\u0e2d 11% \u0e14\u0e31\u0e07\u0e23\u0e39\u0e1b<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"928\" height=\"340\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-47.png\" alt=\"\" class=\"wp-image-14074\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-47.png 928w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-47-300x110.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-47-768x281.png 768w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-47-600x220.png 600w\" sizes=\"auto, (max-width: 928px) 100vw, 928px\" \/><\/figure>\n\n\n\n<p>\u0e42\u0e14\u0e22\u0e40\u0e23\u0e32\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e17\u0e33 SMOTE \u0e44\u0e14\u0e49\u0e14\u0e31\u0e07\u0e19\u0e35\u0e49<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u0e19\u0e33\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25 LoanSMOTE \u0e21\u0e32\u0e27\u0e32\u0e07\u0e1a\u0e19 workspace<\/li><li>\u0e19\u0e33 module \u0e17\u0e35\u0e48\u0e0a\u0e37\u0e48\u0e2d\u0e27\u0e48\u0e32 SMOTE \u0e27\u0e32\u0e07\u0e40\u0e0a\u0e37\u0e48\u0e2d\u0e21\u0e01\u0e31\u0e1a dataset \u0e02\u0e2d\u0e07\u0e40\u0e23\u0e32<\/li><li>\u0e40\u0e25\u0e37\u0e2d\u0e01\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c Loan_Status \u0e41\u0e25\u0e30\u0e17\u0e33\u0e01\u0e32\u0e23\u0e15\u0e31\u0e49\u0e07\u0e04\u0e48\u0e32 parameter \u0e15\u0e48\u0e32\u0e07 \u0e46 \u0e14\u0e31\u0e07\u0e23\u0e39\u0e1b \u0e08\u0e32\u0e01\u0e19\u0e31\u0e49\u0e19\u0e04\u0e25\u0e34\u0e01 RUN<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"230\" height=\"239\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-48.png\" alt=\"\" class=\"wp-image-14075\" \/><\/figure>\n\n\n\n<p>\u0e40\u0e21\u0e37\u0e48\u0e2d\u0e40\u0e23\u0e32 visualize \u0e14\u0e39\u0e08\u0e30\u0e1e\u0e1a\u0e27\u0e48\u0e32\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e02\u0e2d\u0e07\u0e40\u0e23\u0e32\u0e40\u0e1e\u0e34\u0e48\u0e21\u0e40\u0e1b\u0e47\u0e19 111 \u0e41\u0e16\u0e27\u0e41\u0e25\u0e30\u0e40\u0e23\u0e32\u0e22\u0e31\u0e07\u0e1e\u0e1a\u0e2d\u0e35\u0e01\u0e27\u0e48\u0e32\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25 Y \u0e08\u0e30\u0e21\u0e35\u0e08\u0e33\u0e19\u0e27\u0e19\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e40\u0e17\u0e48\u0e32\u0e40\u0e14\u0e34\u0e21 \u0e41\u0e15\u0e48 % \u0e25\u0e14\u0e25\u0e07\u0e40\u0e1b\u0e47\u0e19 80% \u0e41\u0e25\u0e30\u0e08\u0e33\u0e19\u0e27\u0e19\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25 N \u0e40\u0e1e\u0e34\u0e48\u0e21\u0e02\u0e36\u0e49\u0e19\u0e40\u0e1b\u0e47\u0e19 22 \u0e04\u0e48\u0e32 \u0e2b\u0e23\u0e37\u0e2d 20% \u0e40\u0e17\u0e48\u0e32\u0e19\u0e35\u0e49\u0e40\u0e23\u0e32\u0e01\u0e47\u0e44\u0e14\u0e49\u0e02\u0e19\u0e32\u0e14\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e41\u0e25\u0e49\u0e27\u0e04\u0e48\u0e30<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"971\" height=\"440\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-49.png\" alt=\"\" class=\"wp-image-14076\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-49.png 971w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-49-300x136.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-49-768x348.png 768w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-49-600x272.png 600w\" sizes=\"auto, (max-width: 971px) 100vw, 971px\" \/><\/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 13-SMOTE with AzureML \u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e08\u0e31\u0e14\u0e01\u0e32\u0e23\u0e01\u0e31\u0e1a Dataset \u0e17\u0e35\u0e48\u0e44\u0e21\u0e48\u0e2a\u0e21\u0e14\u0e38\u0e25\u0e01\u0e31\u0e19\u0e14\u0e49\u0e27\u0e22 SMOTE \u0e42\u0e14\u0e22\u0e43\u0e0a\u0e49 AzureML \u0e43\u0e19\u0e01\u0e23\u0e30\u0e1a\u0e27\u0e19\u0e01\u0e32\u0e23\u0e40\u0e15\u0e23\u0e35\u0e22\u0e21\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e1b\u0e31\u0e0d\u0e2b\u0e32\u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e1e\u0e1a\u0e44\u0e14\u0e49\u0e41\u0e25\u0e30\u0e40\u0e23\u0e32\u0e04\u0e27\u0e23\u0e17\u0e33\u0e01\u0e32\u0e23\u0e41\u0e01\u0e49\u0e44\u0e02\u0e21\u0e31\u0e19\u0e04\u0e37\u0e2d \u0e01\u0e32\u0e23\u0e17\u0e35\u0e48 dataset \u0e21\u0e35\u0e08\u0e33\u0e19\u0e27\u0e19\u0e44\u0e21\u0e48\u0e2a\u0e21\u0e14\u0e38\u0e25\u0e01\u0e31\u0e19 \u0e40\u0e0a\u0e48\u0e19 \u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e41\u0e23\u0e01\u0e21\u0e35 99 % \u0e41\u0e25\u0e30\u0e2d\u0e35\u0e01\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e21\u0e35 1%&nbsp; \u0e0b\u0e36\u0e48\u0e07\u0e01\u0e32\u0e23\u0e17\u0e35\u0e48\u0e08\u0e33\u0e19\u0e27\u0e19\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25 &nbsp;2 class \u0e17\u0e33\u0e43\u0e2b\u0e49\u0e1c\u0e25\u0e08\u0e32\u0e01\u0e01\u0e32\u0e23 classify 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\u0e20\u0e31\u0e22\u0e1e\u0e34\u0e1a\u0e31\u0e15\u0e34\u0e17\u0e32\u0e07\u0e18\u0e23\u0e23\u0e21\u0e0a\u0e32\u0e15\u0e34&nbsp; \u0e01\u0e32\u0e23\u0e25\u0e07\u0e17\u0e30\u0e40\u0e1a\u0e35\u0e22\u0e19\u0e01\u0e31\u0e1a\u0e2a\u0e16\u0e32\u0e1a\u0e31\u0e19\u0e0a\u0e31\u0e49\u0e19\u0e19\u0e33 \u0e0b\u0e36\u0e48\u0e07\u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e41\u0e01\u0e49\u0e1b\u0e31\u0e0d\u0e2b\u0e32\u0e40\u0e25\u0e48\u0e32\u0e19\u0e35\u0e49\u0e40\u0e23\u0e32\u0e08\u0e30\u0e17\u0e33\u0e44\u0e14\u0e49\u0e42\u0e14\u0e22\u0e01\u0e32\u0e23\u0e40\u0e1e\u0e34\u0e48\u0e21\u0e40\u0e2a\u0e35\u0e22\u0e07\u0e2a\u0e48\u0e27\u0e19\u0e19\u0e49\u0e2d\u0e22\u0e2b\u0e23\u0e37\u0e2d\u0e25\u0e14\u0e40\u0e2a\u0e35\u0e22\u0e07\u0e2a\u0e48\u0e27\u0e19\u0e43\u0e2b\u0e0d\u0e48\u0e0b\u0e36\u0e48\u0e07\u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e40\u0e1e\u0e34\u0e48\u0e21\u0e40\u0e2a\u0e35\u0e22\u0e07\u0e2a\u0e48\u0e27\u0e19\u0e19\u0e49\u0e2d\u0e22\u0e40\u0e23\u0e32\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e17\u0e33\u0e44\u0e14\u0e49\u0e42\u0e14\u0e22\u0e01\u0e32\u0e23\u0e43\u0e0a\u0e49\u0e27\u0e34\u0e18\u0e35\u0e17\u0e35\u0e48\u0e40\u0e23\u0e35\u0e22\u0e01\u0e27\u0e48\u0e32 Synthetic Minority&nbsp; Oversampling Technique (SMOTE) \u0e0b\u0e36\u0e48\u0e07\u0e21\u0e35\u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e04\u0e37\u0e2d \u0e23\u0e30\u0e1a\u0e38 feature vector \u0e41\u0e25\u0e30 \u0e08\u0e38\u0e14\u0e17\u0e35\u0e48\u0e43\u0e01\u0e25\u0e49\u0e17\u0e35\u0e48\u0e2a\u0e38\u0e14 \u0e43\u0e0a\u0e49\u0e04\u0e27\u0e32\u0e21\u0e41\u0e15\u0e01\u0e15\u0e48\u0e32\u0e07\u0e23\u0e30\u0e2b\u0e27\u0e48\u0e32\u0e07\u0e17\u0e31\u0e49\u0e07\u0e2a\u0e2d\u0e07 \u0e04\u0e39\u0e13\u0e04\u0e27\u0e32\u0e21\u0e41\u0e15\u0e01\u0e15\u0e48\u0e32\u0e07\u0e14\u0e49\u0e27\u0e22\u0e15\u0e31\u0e27\u0e40\u0e25\u0e02\u0e2a\u0e38\u0e48\u0e21\u0e23\u0e30\u0e2b\u0e27\u0e48\u0e32\u0e07 0 \u0e16\u0e36\u0e07 1 \u0e23\u0e30\u0e1a\u0e38\u0e08\u0e38\u0e14\u0e43\u0e2b\u0e21\u0e48\u0e1a\u0e19\u0e2a\u0e48\u0e27\u0e19\u0e02\u0e2d\u0e07\u0e40\u0e2a\u0e49\u0e19\u0e15\u0e23\u0e07\u0e42\u0e14\u0e22\u0e01\u0e32\u0e23\u0e40\u0e1e\u0e34\u0e48\u0e21\u0e2b\u0e21\u0e32\u0e22\u0e40\u0e25\u0e02\u0e2a\u0e38\u0e48\u0e21\u0e25\u0e07\u0e43\u0e19 feature vector 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