{"id":14190,"date":"2020-11-12T10:23:20","date_gmt":"2020-11-12T10:23:20","guid":{"rendered":"https:\/\/www.fusionsol.com\/?p=14190"},"modified":"2025-01-21T16:20:25","modified_gmt":"2025-01-21T09:20:25","slug":"cluster-analysis","status":"publish","type":"post","link":"https:\/\/www.fusionsol.com\/en\/blog\/cluster-analysis\/","title":{"rendered":"Cluster Analysis"},"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 22-Cluster Analysis<\/h1>\n<\/blockquote>\n<p><strong>\u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e17\u0e33 Clustering \u0e2b\u0e23\u0e37\u0e2d Cluster Analysis \u0e02\u0e2d\u0e07\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25 Call Center \u0e14\u0e49\u0e27\u0e22 AzureML<\/strong><\/p>\n<p>Clustering \u0e40\u0e1b\u0e47\u0e19\u0e42\u0e21\u0e40\u0e14\u0e25\u0e1b\u0e23\u0e30\u0e40\u0e20\u0e17 Unsupervised Learning \u0e42\u0e14\u0e22\u0e40\u0e1b\u0e47\u0e19\u0e42\u0e21\u0e40\u0e14\u0e25\u0e17\u0e35\u0e48\u0e43\u0e0a\u0e49\u0e43\u0e19\u0e01\u0e32\u0e23\u0e08\u0e31\u0e14\u0e01\u0e25\u0e38\u0e48\u0e21 \u0e0b\u0e36\u0e48\u0e07\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e08\u0e31\u0e14\u0e01\u0e25\u0e38\u0e48\u0e21\u0e25\u0e39\u0e01\u0e04\u0e49\u0e32 \u0e2b\u0e23\u0e37\u0e2d\u0e01\u0e25\u0e38\u0e48\u0e21\u0e02\u0e2d\u0e07\u0e2a\u0e34\u0e48\u0e07\u0e15\u0e48\u0e32\u0e07 \u0e46 \u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e2a\u0e23\u0e49\u0e32\u0e07\u0e01\u0e25\u0e22\u0e38\u0e17\u0e18\u0e4c\u0e17\u0e35\u0e48\u0e08\u0e30\u0e19\u0e33\u0e21\u0e32\u0e43\u0e0a\u0e49\u0e01\u0e31\u0e1a\u0e01\u0e25\u0e38\u0e48\u0e21\u0e15\u0e48\u0e32\u0e07 \u0e46 \u0e2b\u0e23\u0e37\u0e2d\u0e41\u0e21\u0e49\u0e41\u0e15\u0e48\u0e01\u0e32\u0e23\u0e04\u0e49\u0e19\u0e2b\u0e32\u0e01\u0e25\u0e38\u0e48\u0e21\u0e17\u0e35\u0e48\u0e21\u0e35\u0e04\u0e27\u0e32\u0e21\u0e41\u0e15\u0e01\u0e15\u0e48\u0e32\u0e07\u0e43\u0e19\u0e10\u0e32\u0e19\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e25\u0e39\u0e01\u0e04\u0e49\u0e32 \u0e42\u0e14\u0e22\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e2b\u0e23\u0e37\u0e2d object \u0e17\u0e35\u0e48\u0e40\u0e1b\u0e47\u0e19\u0e01\u0e25\u0e38\u0e48\u0e21\u0e40\u0e14\u0e35\u0e22\u0e27\u0e01\u0e31\u0e19\u0e40\u0e23\u0e32\u0e08\u0e30\u0e40\u0e23\u0e35\u0e22\u0e01\u0e27\u0e48\u0e32 cluster \u0e0b\u0e36\u0e48\u0e07\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e2d\u0e22\u0e39\u0e48\u0e43\u0e19\u0e01\u0e25\u0e38\u0e48\u0e21\u0e40\u0e14\u0e35\u0e22\u0e27\u0e01\u0e31\u0e19\u0e08\u0e30\u0e21\u0e35\u0e25\u0e31\u0e01\u0e29\u0e13\u0e30\u0e17\u0e35\u0e48\u0e40\u0e2b\u0e21\u0e37\u0e2d\u0e19\u0e01\u0e31\u0e19<\/p>\n<p>&nbsp;<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"601\" height=\"460\" class=\"wp-image-14191\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-123.png\" alt=\"\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-123.png 601w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-123-300x230.png 300w\" sizes=\"auto, (max-width: 601px) 100vw, 601px\" \/><\/figure>\n<p>\u0e0b\u0e36\u0e48\u0e07\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e19\u0e33\u0e21\u0e32\u0e17\u0e33 Clustering \u0e43\u0e19\u0e27\u0e31\u0e19\u0e19\u0e35\u0e49\u0e04\u0e37\u0e2d\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25 Call Center \u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e41\u0e1a\u0e48\u0e07\u0e01\u0e25\u0e38\u0e48\u0e21\u0e02\u0e2d\u0e07 data set \u0e19\u0e35\u0e49\u0e2d\u0e2d\u0e01\u0e40\u0e1b\u0e47\u0e19 4 \u0e01\u0e25\u0e38\u0e48\u0e21\u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e08\u0e30\u0e44\u0e14\u0e49\u0e19\u0e33\u0e44\u0e1b\u0e2a\u0e23\u0e49\u0e32\u0e07\u0e01\u0e25\u0e22\u0e38\u0e17\u0e18\u0e4c\u0e43\u0e2b\u0e49\u0e40\u0e2b\u0e21\u0e32\u0e30\u0e2a\u0e21\u0e01\u0e31\u0e1a\u0e25\u0e39\u0e01\u0e04\u0e49\u0e32\u0e43\u0e19\u0e41\u0e15\u0e48\u0e25\u0e30\u0e01\u0e25\u0e38\u0e48\u0e21 \u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e40\u0e23\u0e32\u0e08\u0e30\u0e21\u0e35\u0e17\u0e31\u0e49\u0e07\u0e2b\u0e21\u0e14 111 \u0e41\u0e16\u0e27 2 \u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c\u0e04\u0e37\u0e2d Experience in months \u0e41\u0e25\u0e30 Call Attended in a day \u0e42\u0e14\u0e22\u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23 Clustering \u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e08\u0e30\u0e43\u0e0a\u0e49\u0e04\u0e37\u0e2d K-means Clustering \u0e0b\u0e36\u0e48\u0e07\u0e21\u0e35\u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e14\u0e31\u0e07\u0e19\u0e35\u0e49<\/p>\n<p>&nbsp;<\/p>\n<ul class=\"wp-block-list\">\n<li>\u0e25\u0e32\u0e01\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25 Call Center \u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e21\u0e32\u0e44\u0e27\u0e49\u0e1a\u0e19 Workspace<\/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 K-means Clustering \u0e0b\u0e36\u0e48\u0e07\u0e04\u0e48\u0e32 Parameter \u0e41\u0e15\u0e48\u0e25\u0e30\u0e15\u0e31\u0e27\u0e21\u0e35\u0e04\u0e27\u0e32\u0e21\u0e2b\u0e21\u0e32\u0e22\u0e14\u0e31\u0e07\u0e19\u0e35\u0e49\n<ul>\n<li>Create trainer mode\n<ul>\n<li>Single Parameter : \u0e23\u0e30\u0e1a\u0e38 set \u0e02\u0e2d\u0e07\u0e04\u0e48\u0e32\u0e40\u0e09\u0e1e\u0e32\u0e30<\/li>\n<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>\n<\/ul>\n<\/li>\n<li>Number of Centroids: \u0e08\u0e33\u0e19\u0e27\u0e19\u0e01\u0e25\u0e38\u0e48\u0e21\u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e08\u0e30\u0e41\u0e1a\u0e48\u0e07<\/li>\n<li>Initialization\n<ul>\n<li>Random : \u0e2a\u0e38\u0e48\u0e21\u0e08\u0e38\u0e14\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e41\u0e1a\u0e1a placement \u0e25\u0e07\u0e43\u0e19 clusters<\/li>\n<li>First N or Forgy Method : \u0e2a\u0e38\u0e48\u0e21\u0e08\u0e38\u0e14\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e41\u0e23\u0e01<\/li>\n<li>K-means++ : \u0e40\u0e23\u0e34\u0e48\u0e21\u0e15\u0e49\u0e19\u0e14\u0e49\u0e27\u0e22\u0e01\u0e32\u0e23\u0e1b\u0e23\u0e31\u0e1a\u0e1b\u0e23\u0e38\u0e07\u0e01\u0e32\u0e23\u0e04\u0e49\u0e19\u0e2b\u0e32\u0e27\u0e34\u0e18\u0e35\u0e40\u0e23\u0e34\u0e48\u0e21\u0e15\u0e49\u0e19<\/li>\n<li>K-means++ Fast : \u0e40\u0e2b\u0e21\u0e32\u0e30\u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a\u0e01\u0e32\u0e23 cluster \u0e17\u0e35\u0e48\u0e40\u0e23\u0e47\u0e27\u0e02\u0e36\u0e49\u0e19<\/li>\n<li>Evenly<\/li>\n<li>Use Label Column : \u0e43\u0e0a\u0e49\u0e01\u0e32\u0e23 Label Column<\/li>\n<\/ul>\n<\/li>\n<li>Random number 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<\/li>\n<li>Metric : \u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e17\u0e35\u0e48\u0e43\u0e0a\u0e49\u0e43\u0e19\u0e04\u0e33\u0e19\u0e27\u0e13\u0e23\u0e30\u0e22\u0e30\u0e23\u0e30\u0e2b\u0e27\u0e48\u0e32\u0e07\u0e08\u0e38\u0e14 Centroids \u0e01\u0e31\u0e1a\u0e08\u0e38\u0e14\u0e2d\u0e37\u0e48\u0e19\n<ul>\n<li>Euclidean : K-Means Algorithm \u0e43\u0e0a\u0e49\u0e15\u0e31\u0e27\u0e19\u0e35\u0e49<\/li>\n<li>Cosine<\/li>\n<\/ul>\n<\/li>\n<li>Iterations : \u0e08\u0e33\u0e19\u0e27\u0e19\u0e01\u0e32\u0e23\u0e17\u0e33\u0e0b\u0e49\u0e33\u0e2b\u0e23\u0e37\u0e2d\u0e08\u0e33\u0e19\u0e27\u0e19\u0e04\u0e23\u0e31\u0e49\u0e07\u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23 RUN \u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e02\u0e2d\u0e07\u0e40\u0e23\u0e32<\/li>\n<li>Assign Label Mode\n<ul>\n<li>Ignore label column : \u0e04\u0e48\u0e32\u0e43\u0e19 <a>label column<\/a> \u0e08\u0e30\u0e16\u0e39\u0e01\u0e25\u0e30\u0e40\u0e27\u0e49\u0e19\u0e41\u0e25\u0e30\u0e44\u0e21\u0e48\u0e44\u0e14\u0e49\u0e43\u0e0a\u0e49\u0e43\u0e19\u0e01\u0e32\u0e23\u0e2a\u0e23\u0e49\u0e32\u0e07\u0e41\u0e1a\u0e1a\u0e08\u0e33\u0e25\u0e2d\u0e07<\/li>\n<li>Fill missing values : fill missing \u0e04\u0e48\u0e32 label column \u0e43\u0e0a\u0e49 feature \u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e0a\u0e48\u0e27\u0e22\u0e2a\u0e23\u0e49\u0e32\u0e07 Clusters \u0e41\u0e25\u0e30\u0e2b\u0e32\u0e01\u0e41\u0e16\u0e27\u0e43\u0e14\u0e44\u0e21\u0e48\u0e21\u0e35 label \u0e43\u0e14\u0e04\u0e48\u0e32\u0e08\u0e30\u0e16\u0e39\u0e01\u0e01\u0e33\u0e2b\u0e19\u0e14\u0e42\u0e14\u0e22\u0e43\u0e0a\u0e49 feature \u0e2d\u0e37\u0e48\u0e19 \u0e46<\/li>\n<li>Overwrite from closest to center :\u00a0 \u0e04\u0e48\u0e32 label column \u0e08\u0e30\u0e16\u0e39\u0e01\u0e41\u0e17\u0e19\u0e17\u0e35\u0e48\u0e14\u0e49\u0e27\u0e22\u0e04\u0e48\u0e32 label column \u0e17\u0e35\u0e48\u0e21\u0e32\u0e08\u0e32\u0e01\u0e01\u0e32\u0e23\u0e04\u0e32\u0e14\u0e01\u0e32\u0e23\u0e13\u0e4c \u0e42\u0e14\u0e22\u0e43\u0e0a\u0e49 Lebel \u0e08\u0e38\u0e14\u0e17\u0e35\u0e48\u0e43\u0e01\u0e25\u0e49\u0e40\u0e04\u0e35\u0e22\u0e07\u0e01\u0e31\u0e1a\u0e08\u0e38\u0e14 Centroids \u0e1b\u0e31\u0e08\u0e08\u0e38\u0e1a\u0e31\u0e19\u0e02\u0e2d\u0e07\u0e40\u0e23\u0e32\u0e17\u0e35\u0e48\u0e2a\u0e38\u0e14<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u0e40\u0e19\u0e37\u0e48\u0e2d\u0e07\u0e08\u0e32\u0e01\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e02\u0e2d\u0e07\u0e40\u0e23\u0e32\u0e44\u0e21\u0e48\u0e21\u0e35\u00a0 label column \u0e40\u0e23\u0e32\u0e08\u0e36\u0e07\u0e01\u0e33\u0e2b\u0e19\u0e14\u0e04\u0e48\u0e32 parameter \u0e14\u0e31\u0e07\u0e19\u0e35\u0e49<\/p>\n<p>&nbsp;<\/p>\n<ul class=\"wp-block-list\">\n<li>Create trainer mode : Single Parameter<\/li>\n<li>Number of Centroids : 4<\/li>\n<li>Initialization : K-means++<\/li>\n<li>Random number seed : 123<\/li>\n<li>Metric : Euclidean<\/li>\n<li>Iterations : 100 \u00a0 Assign Label Mode : Ignore label column<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"520\" class=\"wp-image-14192\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-124-1024x520.png\" alt=\"\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-124-1024x520.png 1024w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-124-300x152.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-124-768x390.png 768w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-124-600x305.png 600w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-124.png 1089w\" 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 Train Clustering Model \u0e08\u0e32\u0e01\u0e19\u0e31\u0e49\u0e19\u0e25\u0e32\u0e01\u0e40\u0e2a\u0e49\u0e19\u0e40\u0e0a\u0e37\u0e48\u0e2d\u0e21\u0e08\u0e32\u0e01 K-means \u0e21\u0e32\u0e17\u0e35\u0e48\u0e27\u0e07\u0e01\u0e25\u0e21\u0e27\u0e07\u0e41\u0e23\u0e01\u0e41\u0e25\u0e30\u0e25\u0e32\u0e01\u0e40\u0e2a\u0e49\u0e19\u0e40\u0e0a\u0e37\u0e48\u0e2d\u0e21\u0e08\u0e32\u0e01 Call Center \u0e21\u0e32\u0e17\u0e35\u0e48\u0e27\u0e07\u0e17\u0e35\u0e48\u0e2a\u0e2d\u0e07\u0e41\u0e25\u0e30\u0e40\u0e25\u0e37\u0e2d\u0e01\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c\u0e17\u0e31\u0e49\u0e07\u0e2a\u0e2d\u0e07\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c \u0e08\u0e32\u0e01\u0e19\u0e31\u0e49\u0e19\u0e04\u0e25\u0e34\u0e01 RUN<\/p>\n<p>\u0e08\u0e32\u0e01\u0e19\u0e31\u0e49\u0e19\u0e04\u0e25\u0e34\u0e01\u0e02\u0e27\u0e32\u0e17\u0e35\u0e48\u0e27\u0e07\u0e01\u0e25\u0e21\u0e14\u0e49\u0e32\u0e19\u0e25\u0e48\u0e32\u0e07\u0e27\u0e07\u0e17\u0e35\u0e48\u0e2a\u0e2d\u0e07\u0e02\u0e2d\u0e07 Train Clustering Model \u0e41\u0e25\u0e49\u0e27\u0e40\u0e25\u0e37\u0e2d\u0e01 visualize \u0e40\u0e23\u0e32\u0e08\u0e30\u0e40\u0e2b\u0e47\u0e19\u0e27\u0e48\u0e32\u0e40\u0e23\u0e32\u0e08\u0e30\u0e44\u0e14\u0e49\u0e01\u0e23\u0e32\u0e1f\u0e17\u0e35\u0e48\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e16\u0e39\u0e01\u0e41\u0e1a\u0e48\u0e07\u0e40\u0e1b\u0e47\u0e19 4 \u0e01\u0e25\u0e38\u0e48\u0e21\u0e41\u0e25\u0e49\u0e27\u0e41\u0e15\u0e48\u0e22\u0e31\u0e07\u0e44\u0e21\u0e48\u0e17\u0e23\u0e32\u0e1a\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e41\u0e15\u0e48\u0e25\u0e30\u0e01\u0e25\u0e38\u0e48\u0e21<\/p>\n<p>&nbsp;<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"776\" height=\"556\" class=\"wp-image-14193\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-125.png\" alt=\"\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-125.png 776w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-125-300x215.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-125-768x550.png 768w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-125-600x430.png 600w\" sizes=\"auto, (max-width: 776px) 100vw, 776px\" \/><\/figure>\n<p>\u0e19\u0e33 module \u0e17\u0e35\u0e48\u0e0a\u0e37\u0e48\u0e2d\u0e27\u0e48\u0e32 Select column in dataset \u0e21\u0e32\u0e40\u0e0a\u0e37\u0e48\u0e2d\u0e21\u0e01\u0e31\u0e1a Train Clustering Model \u0e27\u0e07\u0e01\u0e25\u0e21\u0e25\u0e48\u0e32\u0e07\u0e27\u0e07\u0e17\u0e35\u0e48\u0e2a\u0e2d\u0e07 \u0e08\u0e32\u0e01\u0e19\u0e31\u0e49\u0e19\u0e40\u0e25\u0e37\u0e2d\u0e01\u0e17\u0e38\u0e01\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c\u0e41\u0e25\u0e49\u0e27\u0e04\u0e25\u0e34\u0e01 RUN<\/p>\n<p>&nbsp;<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"626\" height=\"539\" class=\"wp-image-14194\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-126.png\" alt=\"\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-126.png 626w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-126-300x258.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-126-600x517.png 600w\" sizes=\"auto, (max-width: 626px) 100vw, 626px\" \/><\/figure>\n<p>Visualize \u0e14\u0e39\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e02\u0e2d\u0e07\u0e40\u0e23\u0e32\u0e40\u0e23\u0e32\u0e08\u0e30\u0e40\u0e2b\u0e47\u0e19\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c\u0e17\u0e35\u0e48\u0e0a\u0e37\u0e48\u0e2d\u0e27\u0e48\u0e32 Assignments \u0e0b\u0e36\u0e48\u0e07\u0e01\u0e47\u0e04\u0e37\u0e2d cluster number \u0e17\u0e35\u0e48\u0e41\u0e22\u0e01\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e2d\u0e2d\u0e01\u0e40\u0e1b\u0e47\u0e19\u0e01\u0e25\u0e38\u0e48\u0e21\u0e43\u0e2b\u0e49\u0e40\u0e23\u0e32\u0e40\u0e23\u0e35\u0e22\u0e1a\u0e23\u0e49\u0e2d\u0e22\u0e41\u0e15\u0e48\u0e40\u0e23\u0e32\u0e22\u0e31\u0e07\u0e44\u0e21\u0e48\u0e23\u0e39\u0e49\u0e27\u0e48\u0e32\u0e41\u0e15\u0e48\u0e25\u0e30\u0e01\u0e25\u0e38\u0e48\u0e21\u0e21\u0e35\u0e25\u0e31\u0e01\u0e29\u0e13\u0e30\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e44\u0e23\u0e1a\u0e49\u0e32\u0e07\u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e43\u0e2b\u0e49\u0e27\u0e32\u0e07\u0e41\u0e1c\u0e19\u0e01\u0e25\u0e22\u0e38\u0e17\u0e18\u0e4c\u0e15\u0e48\u0e2d\u0e44\u0e1b<\/p>\n<p>&nbsp;<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"444\" class=\"wp-image-14195\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-127-1024x444.png\" alt=\"\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-127-1024x444.png 1024w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-127-300x130.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-127-768x333.png 768w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-127-600x260.png 600w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-127.png 1295w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<p>\u0e40\u0e23\u0e32\u0e08\u0e30\u0e17\u0e33\u0e01\u0e32\u0e23\u0e41\u0e22\u0e01\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e41\u0e15\u0e48\u0e25\u0e30\u0e01\u0e25\u0e38\u0e48\u0e21\u0e2d\u0e2d\u0e01\u0e08\u0e32\u0e01\u0e01\u0e31\u0e19\u0e42\u0e14\u0e22\u0e43\u0e0a\u0e49 Split Data \u0e08\u0e32\u0e01\u0e19\u0e31\u0e49\u0e19\u0e40\u0e25\u0e37\u0e2d\u0e01 Splitting mode \u0e40\u0e1b\u0e47\u0e19 Relative Expression \u0e41\u0e25\u0e49\u0e27\u0e1e\u0e34\u0e21\u0e1e\u0e4c <a>\\&#8221;Assignments&#8221; &lt; <\/a>1 \u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e14\u0e39\u0e40\u0e09\u0e1e\u0e32\u0e30\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e01\u0e25\u0e38\u0e48\u0e21\u0e17\u0e35\u0e48 0 \u0e08\u0e32\u0e01\u0e19\u0e31\u0e49\u0e19\u0e04\u0e25\u0e34\u0e01 RUN<\/p>\n<p>\u0e42\u0e14\u0e22\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e17\u0e35\u0e48 visualize \u0e44\u0e14\u0e49\u0e08\u0e32\u0e01\u0e27\u0e07\u0e01\u0e25\u0e21\u0e41\u0e23\u0e01\u0e08\u0e30\u0e40\u0e1b\u0e47\u0e19\u0e01\u0e25\u0e38\u0e48\u0e21\u0e17\u0e35\u0e48 0 \u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23 \u0e2a\u0e48\u0e27\u0e19\u0e27\u0e07\u0e17\u0e35\u0e48\u0e2a\u0e2d\u0e07\u0e08\u0e30\u0e40\u0e1b\u0e47\u0e19\u0e01\u0e25\u0e38\u0e48\u0e21\u0e2d\u0e37\u0e48\u0e19\u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e22\u0e31\u0e07\u0e44\u0e21\u0e48\u0e44\u0e14\u0e49\u0e41\u0e22\u0e01<\/p>\n<p>&nbsp;<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"454\" class=\"wp-image-14196\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-128-1024x454.png\" alt=\"\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-128-1024x454.png 1024w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-128-300x133.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-128-768x340.png 768w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-128-600x266.png 600w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-128.png 1183w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<p>\u0e17\u0e33\u0e40\u0e0a\u0e48\u0e19\u0e40\u0e14\u0e35\u0e22\u0e27\u0e01\u0e31\u0e1a\u0e02\u0e49\u0e2d 7 \u0e41\u0e15\u0e48\u0e40\u0e1b\u0e25\u0e35\u0e48\u0e22\u0e19\u0e40\u0e1b\u0e47\u0e19 \\&#8221;Assignments&#8221; &lt; 2, 3, 4 \u0e15\u0e32\u0e21\u0e25\u0e33\u0e14\u0e31\u0e1a \u0e08\u0e32\u0e01\u0e19\u0e31\u0e49\u0e19\u0e04\u0e25\u0e34\u0e01 RUN \u0e40\u0e23\u0e32\u0e08\u0e30\u0e44\u0e14\u0e49\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e41\u0e22\u0e01\u0e15\u0e32\u0e21\u0e41\u0e15\u0e48\u0e25\u0e30\u0e01\u0e25\u0e38\u0e48\u0e21\u0e41\u0e25\u0e49\u0e27\u0e04\u0e48\u0e30<\/p>\n<p>&nbsp;<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"871\" height=\"705\" class=\"wp-image-14197\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-129.png\" alt=\"\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-129.png 871w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-129-300x243.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-129-768x622.png 768w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-129-600x486.png 600w\" sizes=\"auto, (max-width: 871px) 100vw, 871px\" \/><\/figure>\n<p><strong>\u0e2b\u0e32\u0e01\u0e40\u0e23\u0e32\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e17\u0e23\u0e32\u0e1a performance \u0e02\u0e2d\u0e07\u0e01\u0e32\u0e23 Clustering \u0e40\u0e23\u0e32\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e17\u0e33\u0e44\u0e14\u0e49\u0e42\u0e14\u0e22<\/strong><\/p>\n<p>&nbsp;<\/p>\n<ul class=\"wp-block-list\">\n<li>\u0e19\u0e33\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25 CallCenter \u0e21\u0e32\u0e27\u0e32\u0e07\u0e1a\u0e19 Workspace \u0e08\u0e32\u0e01\u0e19\u0e31\u0e49\u0e19\u0e19\u0e33 module \u0e17\u0e35\u0e48\u0e0a\u0e37\u0e48\u0e2d Split Data \u0e21\u0e32\u0e40\u0e0a\u0e37\u0e48\u0e2d\u0e21\u0e01\u0e31\u0e1a dataset \u0e02\u0e2d\u0e07\u0e40\u0e23\u0e32\u0e42\u0e14\u0e22\u0e15\u0e31\u0e49\u0e07\u0e04\u0e48\u0e32 parameter \u0e14\u0e31\u0e07\u0e19\u0e35\u0e49\n<ul>\n<li>Splitting mode : Split Rows<\/li>\n<li>Fraction of rows in the first output dataset : 0.7<\/li>\n<li>Random seed : 123 Stratified split : False<\/li>\n<\/ul>\n<\/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 K-means Clustering \u0e0b\u0e36\u0e48\u0e07\u0e04\u0e48\u0e32 Parameter \u0e08\u0e30\u0e15\u0e31\u0e49\u0e07\u0e04\u0e48\u0e32\u0e40\u0e2b\u0e21\u0e37\u0e2d\u0e19\u0e01\u0e31\u0e19\u0e01\u0e31\u0e1a\u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e01\u0e48\u0e2d\u0e19\u0e2b\u0e19\u0e49\u0e32<\/li>\n<li>\u0e04\u0e49\u0e19\u0e2b\u0e32 module \u0e17\u0e35\u0e48\u0e0a\u0e37\u0e48\u0e2d\u0e27\u0e48\u0e32 Train Clustering Model \u0e08\u0e32\u0e01\u0e19\u0e31\u0e49\u0e19\u0e25\u0e32\u0e01\u0e40\u0e2a\u0e49\u0e19\u0e40\u0e0a\u0e37\u0e48\u0e2d\u0e21\u0e08\u0e32\u0e01 K-means \u0e21\u0e32\u0e17\u0e35\u0e48\u0e27\u0e07\u0e01\u0e25\u0e21\u0e27\u0e07\u0e41\u0e23\u0e01\u0e41\u0e25\u0e30\u0e25\u0e32\u0e01\u0e40\u0e2a\u0e49\u0e19\u0e40\u0e0a\u0e37\u0e48\u0e2d\u0e21\u0e08\u0e32\u0e01 Split Data \u0e21\u0e32\u0e17\u0e35\u0e48\u0e27\u0e07\u0e17\u0e35\u0e48\u0e2a\u0e2d\u0e07\u0e41\u0e25\u0e30\u0e40\u0e25\u0e37\u0e2d\u0e01\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c\u0e17\u0e31\u0e49\u0e07\u0e2a\u0e2d\u0e07\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"432\" class=\"wp-image-14198\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-130-1024x432.png\" alt=\"\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-130-1024x432.png 1024w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-130-300x127.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-130-768x324.png 768w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-130-600x253.png 600w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-130.png 1119w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<p>&nbsp;<\/p>\n<ul class=\"wp-block-list\">\n<li>\u0e04\u0e49\u0e19\u0e2b\u0e32 module \u0e17\u0e35\u0e48\u0e0a\u0e37\u0e48\u0e2d\u0e27\u0e48\u0e32 Assign Data to Clusters \u0e08\u0e32\u0e01\u0e19\u0e31\u0e49\u0e19\u0e25\u0e32\u0e01\u0e40\u0e2a\u0e49\u0e19\u0e40\u0e0a\u0e37\u0e48\u0e2d\u0e21\u0e08\u0e32\u0e01 Train Clustering Model \u0e21\u0e32\u0e17\u0e35\u0e48\u0e27\u0e07\u0e01\u0e25\u0e21\u0e27\u0e07\u0e41\u0e23\u0e01 \u0e41\u0e25\u0e30\u0e08\u0e32\u0e01 Spilt Data \u0e21\u0e32\u0e17\u0e35\u0e48\u0e27\u0e07\u0e17\u0e35\u0e48\u0e2a\u0e2d\u0e07<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"694\" height=\"482\" class=\"wp-image-14199\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-131.png\" alt=\"\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-131.png 694w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-131-300x208.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-131-600x417.png 600w\" sizes=\"auto, (max-width: 694px) 100vw, 694px\" \/><\/figure>\n<p>&nbsp;<\/p>\n<ul class=\"wp-block-list\">\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 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<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"715\" height=\"576\" class=\"wp-image-14200\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-132.png\" alt=\"\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-132.png 715w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-132-300x242.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-132-600x483.png 600w\" sizes=\"auto, (max-width: 715px) 100vw, 715px\" \/><\/figure>\n<p>\u0e0b\u0e36\u0e48\u0e07\u0e44\u0e14\u0e49\u0e1c\u0e25\u0e25\u0e31\u0e1e\u0e18\u0e4c\u0e43\u0e19\u0e01\u0e32\u0e23\u0e17\u0e14\u0e2a\u0e2d\u0e1a\u0e1b\u0e23\u0e30\u0e2a\u0e34\u0e17\u0e18\u0e34\u0e20\u0e32\u0e1e\u0e02\u0e2d\u0e07\u0e42\u0e21\u0e40\u0e14\u0e25 \u0e14\u0e31\u0e07\u0e19\u0e35\u0e49<\/p>\n<p>&nbsp;<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"955\" height=\"681\" class=\"wp-image-14201\" src=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-133.png\" alt=\"\" srcset=\"https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-133.png 955w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-133-300x214.png 300w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-133-768x548.png 768w, https:\/\/www.fusionsol.com\/wp-content\/uploads\/sites\/2\/2020\/11\/image-133-600x428.png 600w\" sizes=\"auto, (max-width: 955px) 100vw, 955px\" \/><\/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>&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 22-Cluster Analysis \u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23\u0e17\u0e33 Clustering \u0e2b\u0e23\u0e37\u0e2d Cluster Analysis \u0e02\u0e2d\u0e07\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25 Call Center \u0e14\u0e49\u0e27\u0e22 AzureML Clustering \u0e40\u0e1b\u0e47\u0e19\u0e42\u0e21\u0e40\u0e14\u0e25\u0e1b\u0e23\u0e30\u0e40\u0e20\u0e17 Unsupervised Learning \u0e42\u0e14\u0e22\u0e40\u0e1b\u0e47\u0e19\u0e42\u0e21\u0e40\u0e14\u0e25\u0e17\u0e35\u0e48\u0e43\u0e0a\u0e49\u0e43\u0e19\u0e01\u0e32\u0e23\u0e08\u0e31\u0e14\u0e01\u0e25\u0e38\u0e48\u0e21 \u0e0b\u0e36\u0e48\u0e07\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16\u0e08\u0e31\u0e14\u0e01\u0e25\u0e38\u0e48\u0e21\u0e25\u0e39\u0e01\u0e04\u0e49\u0e32 \u0e2b\u0e23\u0e37\u0e2d\u0e01\u0e25\u0e38\u0e48\u0e21\u0e02\u0e2d\u0e07\u0e2a\u0e34\u0e48\u0e07\u0e15\u0e48\u0e32\u0e07 \u0e46 \u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e2a\u0e23\u0e49\u0e32\u0e07\u0e01\u0e25\u0e22\u0e38\u0e17\u0e18\u0e4c\u0e17\u0e35\u0e48\u0e08\u0e30\u0e19\u0e33\u0e21\u0e32\u0e43\u0e0a\u0e49\u0e01\u0e31\u0e1a\u0e01\u0e25\u0e38\u0e48\u0e21\u0e15\u0e48\u0e32\u0e07 \u0e46 \u0e2b\u0e23\u0e37\u0e2d\u0e41\u0e21\u0e49\u0e41\u0e15\u0e48\u0e01\u0e32\u0e23\u0e04\u0e49\u0e19\u0e2b\u0e32\u0e01\u0e25\u0e38\u0e48\u0e21\u0e17\u0e35\u0e48\u0e21\u0e35\u0e04\u0e27\u0e32\u0e21\u0e41\u0e15\u0e01\u0e15\u0e48\u0e32\u0e07\u0e43\u0e19\u0e10\u0e32\u0e19\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e25\u0e39\u0e01\u0e04\u0e49\u0e32 \u0e42\u0e14\u0e22\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e2b\u0e23\u0e37\u0e2d object \u0e17\u0e35\u0e48\u0e40\u0e1b\u0e47\u0e19\u0e01\u0e25\u0e38\u0e48\u0e21\u0e40\u0e14\u0e35\u0e22\u0e27\u0e01\u0e31\u0e19\u0e40\u0e23\u0e32\u0e08\u0e30\u0e40\u0e23\u0e35\u0e22\u0e01\u0e27\u0e48\u0e32 cluster \u0e0b\u0e36\u0e48\u0e07\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e2d\u0e22\u0e39\u0e48\u0e43\u0e19\u0e01\u0e25\u0e38\u0e48\u0e21\u0e40\u0e14\u0e35\u0e22\u0e27\u0e01\u0e31\u0e19\u0e08\u0e30\u0e21\u0e35\u0e25\u0e31\u0e01\u0e29\u0e13\u0e30\u0e17\u0e35\u0e48\u0e40\u0e2b\u0e21\u0e37\u0e2d\u0e19\u0e01\u0e31\u0e19 &nbsp; \u0e0b\u0e36\u0e48\u0e07\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e19\u0e33\u0e21\u0e32\u0e17\u0e33 Clustering \u0e43\u0e19\u0e27\u0e31\u0e19\u0e19\u0e35\u0e49\u0e04\u0e37\u0e2d\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25 Call Center \u0e17\u0e35\u0e48\u0e40\u0e23\u0e32\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e41\u0e1a\u0e48\u0e07\u0e01\u0e25\u0e38\u0e48\u0e21\u0e02\u0e2d\u0e07 data set \u0e19\u0e35\u0e49\u0e2d\u0e2d\u0e01\u0e40\u0e1b\u0e47\u0e19 4 \u0e01\u0e25\u0e38\u0e48\u0e21\u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e08\u0e30\u0e44\u0e14\u0e49\u0e19\u0e33\u0e44\u0e1b\u0e2a\u0e23\u0e49\u0e32\u0e07\u0e01\u0e25\u0e22\u0e38\u0e17\u0e18\u0e4c\u0e43\u0e2b\u0e49\u0e40\u0e2b\u0e21\u0e32\u0e30\u0e2a\u0e21\u0e01\u0e31\u0e1a\u0e25\u0e39\u0e01\u0e04\u0e49\u0e32\u0e43\u0e19\u0e41\u0e15\u0e48\u0e25\u0e30\u0e01\u0e25\u0e38\u0e48\u0e21 \u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e40\u0e23\u0e32\u0e08\u0e30\u0e21\u0e35\u0e17\u0e31\u0e49\u0e07\u0e2b\u0e21\u0e14 111 \u0e41\u0e16\u0e27 2 \u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c\u0e04\u0e37\u0e2d Experience in months \u0e41\u0e25\u0e30 Call Attended in a day&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-14190","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>Cluster Analysis - Fusion Solution<\/title>\n<meta name=\"description\" content=\"Cluster Analysis\" \/>\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\/cluster-analysis\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta 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