{"id":105168,"date":"2025-04-08T20:49:33","date_gmt":"2025-04-08T16:19:33","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/phuuenthaan-clustering-ain-machine-learning-2jka\/"},"modified":"2025-04-08T20:49:33","modified_gmt":"2025-04-08T16:19:33","slug":"phuuenthaan-clustering-ain-machine-learning-2jka","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/phuuenthaan-clustering-ain-machine-learning-2jka\/","title":{"rendered":"\u062e\u0648\u0634\u0647 \u0628\u0646\u062f\u06cc \u0627\u0633\u0627\u0633\u06cc \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646"},"content":{"rendered":"<div data-article-id=\"2391971\" id=\"article-body\">\n<h2>\n<p>  \u0645\u062f\u0644 \u062e\u0648\u0634\u0647 \u0628\u0646\u062f\u06cc<br \/>\n<\/h2>\n<p>\u0645\u062f\u0644 \u062e\u0648\u0634\u0647 \u0628\u0646\u062f\u06cc \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u062f\u0648\u0646 \u0641\u0634\u0627\u0631 \u062a\u062d\u062a \u0641\u0634\u0627\u0631 \u060c \u06a9\u0647 \u0647\u062f\u0641 \u0646\u062f\u0627\u0631\u062f \u06cc\u0627 \u0646\u0645\u0648\u0646\u0647 \u0627\u0648\u0644\u06cc\u0647 \u0627\u06cc \u0627\u0632 \u0646\u062a\u0627\u06cc\u062c \u0631\u0627 \u0646\u062f\u0627\u0631\u062f \u060c \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627\u06cc\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u06af\u0631\u0648\u0647 \u0628\u0646\u062f\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u06a9\u0647 \u0642\u0628\u0644\u0627\u064b \u0647\u0631\u06af\u0632 \u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc \u0646\u0634\u062f\u0647 \u0627\u0646\u062f \u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f. \u06a9\u0647 \u06af\u0631\u0648\u0647 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0631\u0627 \u0627\u0632 \u0634\u0628\u0627\u0647\u062a \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u062f \u060c \u0645\u0627\u0646\u0646\u062f \u06af\u0631\u0648\u0647 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u0627\u0632 \u0631\u0641\u062a\u0627\u0631 \u062e\u0631\u06cc\u062f \u0645\u0634\u062a\u0631\u06cc \u06a9\u0647 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647\u06cc \u062f\u0627\u0631\u062f \u060c \u0647\u0645\u0627\u0646 \u0646\u0648\u0639 \u06af\u0631\u0648\u0647 \u0647\u0627\u06cc \u0645\u0634\u062a\u0631\u06cc \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f<\/p>\n<p>\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0645\u062f\u0644 \u062e\u0648\u0634\u0647 \u0628\u0646\u062f\u06cc \u0634\u0627\u0645\u0644 <strong>K-Mean \u0648 DBScan<\/strong><\/p>\n<p><strong>\u0627\u0628\u062a\u062f\u0627 \u0628\u0627 K-Mean \u0622\u0634\u0646\u0627 \u0634\u0648\u06cc\u062f.<\/strong><\/p>\n<p>K-Mean \u06cc\u06a9\u06cc \u0627\u0632 \u0631\u0648\u0634\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u06a9\u0627\u0648\u06cc \u062f\u0631 \u06af\u0631\u0648\u0647 Laerning \u0628\u062f\u0648\u0646 \u0641\u0634\u0627\u0631 \u0627\u0633\u062a \u06cc\u0627 \u06cc\u06a9 \u062a\u0631\u062c\u0645\u0647 \u0645\u0633\u062a\u0642\u06cc\u0645 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u062f\u0648\u0646 \u062a\u062f\u0631\u06cc\u0633 \u0627\u0633\u062a (\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u062d\u062a \u0646\u0638\u0627\u0631\u062a \u060c \u0628\u0627\u06cc\u062f \u0642\u0628\u0644 \u0627\u0632 \u06af\u0631\u0641\u062a\u0646 \u0642\u0637\u0627\u0631 \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u062f \u0648 \u0628\u0627\u06cc\u062f \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0646\u062f.) \u0639\u0645\u0644\u06a9\u0631\u062f \u0627\u0635\u0644\u06cc K-Mean \u06af\u0631\u0648\u0647 \u062e\u0648\u0634\u0647 \u0628\u0646\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u06af\u0631\u0648\u0647 \u0647\u0627\u06cc \u0622\u0645\u0627\u0631\u06cc \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u0634\u0648\u062f. \u06a9\u0647 \u0627\u0644\u0628\u062a\u0647 \u0628\u0627\u06cc\u062f \u062d\u062f\u0627\u0642\u0644 2 \u0634\u0645\u0627\u0631\u0647 \u0645\u062a\u063a\u06cc\u0631 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u060c \u0645\u0627 \u0628\u0647 K-Mean \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u062e\u0648\u0627\u0647\u06cc\u0645 \u067e\u0631\u062f\u0627\u062e\u062a. \u0645\u0627 \u0627\u0632 Google Colab \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u06a9\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. <br \/>\u0645\u062b\u0627\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 K-Mean \u0628\u0631\u0627\u06cc \u062a\u0642\u0633\u06cc\u0645 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u0627\u0632 \u062f\u0631\u0622\u0645\u062f \u0648 \u0631\u0641\u062a\u0627\u0631 \u0647\u0632\u06cc\u0646\u0647 \u0627\u0633\u062a.<br \/><strong>\u0645\u0631\u062d\u0644\u0647 1: \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0632 CSV \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u062f<\/strong><br \/><\/p>\n<ul>\n<li>\u0628\u0631\u0627\u06cc \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0627\u0632 \u067e\u06cc\u0648\u0646\u062f\u0647\u0627\u06cc .csv \u0645\u0634\u062a\u0631\u06cc \u062f\u0631 \u0628\u0627\u0632\u0627\u0631 \u060c \u0627\u0632 \u067e\u0627\u0646\u062f\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\u0628\u0631\u0627\u06cc \u062f\u06cc\u062f\u0646 5 \u0631\u062f\u06cc\u0641 \u0627\u0648\u0644 \u062f\u0627\u062f\u0647 \u0627\u0632 .head () \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n<\/ul>\n<p>\u0646\u062a\u06cc\u062c\u0647 \u06a9\u062f<br \/><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F18qxvgo97ks91d4it4ml.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"651\" height=\"228\" title=\"\"><\/p>\n<p><strong>\u0645\u0631\u062d\u0644\u0647 2: \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f.<\/strong><br \/><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fj2gytasv17ermv31bqu2.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"529\" height=\"96\" title=\"\"><\/p>\n<ul>\n<li>\u0645\u0627 \u0641\u0642\u0637 2 \u0633\u062a\u0648\u0646 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc \u06a9\u0646\u06cc\u0645: \u062f\u0631\u0622\u0645\u062f \u0633\u0627\u0644\u0627\u0646\u0647 \u0648 \u0646\u0645\u0631\u0647 \u0647\u0632\u06cc\u0646\u0647.<\/li>\n<\/ul>\n<p>\u0646\u062a\u06cc\u062c\u0647 \u06a9\u062f<br \/><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fqxp7aostdpbj8cbx2ku8.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"420\" height=\"226\" title=\"\"><\/p>\n<p><strong>\u0645\u0631\u062d\u0644\u0647 3: \u0646\u0645\u0627\u06cc\u0634 \u0637\u0631\u062d \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc<\/strong><br \/><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F07unr15dofhglk4nvjgo.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"499\" height=\"55\" title=\"\"><\/p>\n<ul>\n<li>\u0646\u0645\u0648\u062f\u0627\u0631 \u062a\u0648\u0632\u06cc\u0639 \u0645\u0634\u062a\u0631\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u062f\u0647\u06cc\u062f \u062a\u0627 \u0628\u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u0627\u0632 \u0647\u0645 \u062c\u062f\u0627 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/li>\n<\/ul>\n<p>\u0646\u062a\u06cc\u062c\u0647 \u06a9\u062f<br \/><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fyofvthui81sghykwfmr7.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"646\" height=\"484\" title=\"\"><\/p>\n<p><strong>\u0645\u0631\u062d\u0644\u0647 4: \u0627\u0632 \u0631\u0648\u0634 \u0622\u0631\u0646\u062c \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0633\u0645\u062a \u0631\u0627\u0633\u062a K \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/strong><br \/><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F7v556b6lrpgozgzk17ah.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"341\" height=\"311\" title=\"\"><\/p>\n<ul>\n<li>\u06af\u0631\u0648\u0647 \u0647\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u0627\u0632 2 \u062a\u0627 9 \u06af\u0631\u0648\u0647<\/li>\n<li>\u0645\u062d\u0627\u0633\u0628\u0647 INRTIA (\u0641\u0627\u0635\u0644\u0647 \u06a9\u0644 \u062f\u0631 \u06af\u0631\u0648\u0647)<\/li>\n<li>\u0637\u0631\u062d \u067e\u06cc\u0648\u0646\u062f \u0628\u0631\u0627\u06cc \u062f\u06cc\u062f\u0646 \u06a9\u062f\u0627\u0645 K \u0645\u0646\u0627\u0633\u0628 \u062a\u0631\u06cc\u0646 \u0627\u0633\u062a. (\u0627\u0632 \u0646\u0642\u0637\u0647 \u06a9\u0633\u0631 \u0686\u0627\u0644\u0634 \u062f\u06cc\u062f\u0646 \u06a9\u0646\u06cc\u062f)<\/li>\n<\/ul>\n<p>\u0646\u062a\u06cc\u062c\u0647 \u06a9\u062f<br \/><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fbt1ff2cvhb3ii4wr6rwg.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"683\" height=\"513\" title=\"\"><\/p>\n<p><strong>\u0645\u0631\u062d\u0644\u0647 5: \u0645\u062f\u0644 K-Means \u0631\u0627 \u062f\u0631 K = 5 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><br \/><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fp06qu56q35srnlpswphx.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"304\" height=\"115\" title=\"\"><\/p>\n<ul>\n<li>\u0628\u0631\u0627\u06cc \u062a\u0642\u0633\u06cc\u0645 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u0628\u0647 5 \u06af\u0631\u0648\u0647 (\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0627\u0632 \u0631\u0648\u0634 \u0622\u0631\u0646\u062c \u0628\u0647 \u062f\u0633\u062a \u0622\u0645\u062f\u0647 \u0627\u0633\u062a) \u0627\u0632 KMeans \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n<\/ul>\n<p>\u0646\u062a\u06cc\u062c\u0647 \u06a9\u062f<br \/><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F47jlimsl2elfse6mpazq.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"194\" height=\"79\" title=\"\"><\/p>\n<p><strong>\u0645\u0631\u062d\u0644\u0647 \u0634\u0634\u0645: \u0645\u0631\u06a9\u0632 \u0647\u0631 \u062e\u0648\u0634\u0647 \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f.<\/strong><br \/><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fi3lbxsre5e3668y2hysq.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"335\" height=\"67\" title=\"\"><\/p>\n<ul>\n<li>\u0645\u062e\u062a\u0635\u0627\u062a \u0645\u0631\u06a9\u0632 \u0647\u0631 \u06af\u0631\u0648\u0647 (\u0645\u0631\u06a9\u0632 \u062e\u0648\u0634\u0647) \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u062f<\/li>\n<li>\u0628\u0647 \u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u062f\u0631\u06a9 \u06a9\u0646\u06cc\u0645 \u06a9\u062f\u0627\u0645 \u06af\u0631\u0648\u0647 \u0627\u0632 \u062f\u0631\u0622\u0645\u062f\/\u0631\u0641\u062a\u0627\u0631<\/li>\n<\/ul>\n<p>\u0646\u062a\u06cc\u062c\u0647 \u06a9\u062f<br \/><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fti4ojcs6idimmy3ityv8.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"418\" height=\"227\" title=\"\"><\/p>\n<p><strong>\u0645\u0631\u062d\u0644\u0647 7: \u0627\u0632 \u062c\u0645\u0644\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0634\u062a\u0631\u06cc \u0628\u0627 Centroid \u0648 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 \u0628\u0631\u0686\u0633\u0628<\/strong><br \/><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fhjwyyhlp1nypnyz3vpqa.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"476\" height=\"122\" title=\"\"><\/p>\n<ul>\n<li>\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0634\u062a\u0631\u06cc + Centroid \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u062c\u062f\u0648\u0644 \u0647\u0645\u0631\u0627\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\u0628\u0631\u0627\u06cc \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u0628\u0631\u0686\u0633\u0628 Cluster (0-4) (0-4) \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\u0628\u0631\u0686\u0633\u0628 \u0648\u06cc\u0698\u0647 &#8220;20&#8221; \u0631\u0627 \u0628\u0647 \u0646\u0642\u0637\u0647 Centroid \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0628\u0647 \u0637\u0648\u0631 \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0627\u0632 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0634\u0648\u062f.<\/li>\n<\/ul>\n<p>\u0646\u062a\u06cc\u062c\u0647 \u06a9\u062f<br \/><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Frseb2irxx9s1r7dprdbu.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"494\" height=\"461\" title=\"\"><\/p>\n<p><strong>\u0645\u0631\u062d\u0644\u0647 8: \u06af\u0631\u0648\u0647 \u0647\u0627\u06cc \u0645\u0634\u062a\u0631\u06cc \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0631\u0627 \u0646\u0634\u0627\u0646 \u062f\u0647\u06cc\u062f<\/strong><br \/><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F24oqlo27n9i2mpoyjj9w.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"798\" height=\"118\" title=\"\"><\/p>\n<ul>\n<li>\u0628\u0631\u0627\u06cc \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0646 \u06af\u0631\u0648\u0647\u06cc \u0627\u0632 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u062f\u0631 \u062e\u0648\u0634\u0647 \u0627\u0632 pairplot \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n<\/ul>\n<p>\u0646\u062a\u06cc\u062c\u0647 \u06a9\u062f<br \/><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F5mpaojc0y2yraljpbtbx.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"436\" height=\"280\" title=\"\"><\/p>\n<p><strong>\u0645\u0631\u062d\u0644\u0647 9: \u0628\u0647 \u0627\u06cc\u0646\u0631\u0633\u06cc \u0646\u0647\u0627\u06cc\u06cc \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f.<\/strong><br \/><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Flzl453qlqcc7thjqx41w.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"94\" height=\"34\" title=\"\"><\/p>\n<ul>\n<li>\u0628\u0628\u06cc\u0646\u06cc\u062f \u0645\u062f\u0644 \u0686\u0642\u062f\u0631 \u062f\u0642\u06cc\u0642 \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0627\u0633\u062a. (\u0645\u0642\u062f\u0627\u0631 \u06a9\u0645\u062a\u0631\u06cc)<\/li>\n<li>\u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u06a9\u06cc\u0641\u06cc\u062a \u062a\u0642\u0633\u06cc\u0645 \u06af\u0631\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f<\/li>\n<\/ul>\n<p>\u0646\u062a\u06cc\u062c\u0647 \u06a9\u062f<br \/><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fbpa5god8lgmf6pkf7m3m.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"159\" height=\"41\" title=\"\"><\/p>\n<p>\u0627\u0632 \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644 \u060c K-Means \u0631\u0627\u0647\u06cc \u0628\u0631\u0627\u06cc \u062a\u0642\u0633\u06cc\u0645 \u06af\u0631\u0648\u0647 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0641\u0627\u0635\u0644\u0647 \u0627\u0632 \u0645\u0631\u06a9\u0632 \u0647\u0631 \u06af\u0631\u0648\u0647 (Centroid) \u0627\u0633\u062a \u06a9\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0628\u0627\u06cc\u062f \u0627\u0632 \u0642\u0628\u0644 \u062a\u0639\u062f\u0627\u062f \u06af\u0631\u0648\u0647 \u0647\u0627 (k) \u0631\u0627 \u0627\u0632 \u0642\u0628\u0644 \u0645\u0634\u062e\u0635 \u06a9\u0646\u0646\u062f \u060c \u0633\u067e\u0633 \u0627\u0632 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0645\u06a9\u0631\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f. \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0645\u0648\u0642\u0639\u06cc\u062a \u0645\u0631\u06a9\u0632 \u062c\u062f\u06cc\u062f \u062a\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0646\u0648\u0632 \u0647\u0645 \u0628\u0627\u0634\u062f<\/p>\n<p>\u0645\u0632\u0627\u06cc\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 k \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0642\u0627\u0628\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0633\u062a. \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u0645\u0628\u062a\u062f\u06cc\u0627\u0646 \u0627\u0645\u0627 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0642\u0627\u062f\u0631 \u0628\u0647 \u06a9\u0646\u062a\u0631\u0644 \u062e\u0648\u0628 (\u062f\u0648\u0631\u062a\u0631) \u0648 \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u06af\u0631\u0648\u0647 \u0647\u0627\u06cc\u06cc \u0646\u06cc\u0633\u062a \u06a9\u0647 \u0645\u0627\u0646\u0646\u062f \u06cc\u06a9 \u062f\u0627\u06cc\u0631\u0647 \u0634\u06a9\u0644 \u0645\u06cc \u06af\u06cc\u0631\u0646\u062f.<\/p>\n<p><strong>\u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631<\/strong><br \/>\u0645\u0627 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u062f\u06cc\u06af\u0631\u06cc \u0645\u0627\u0646\u0646\u062f \u0627\u0637\u0644\u0627\u0639\u0627\u062a DBSCAN \u0631\u0627 \u0627\u0645\u062a\u062d\u0627\u0646 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. (\u062e\u0648\u0634\u0647 \u0628\u0646\u062f\u06cc \u0645\u06a9\u0627\u0646\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0686\u06af\u0627\u0644\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0628\u0627 \u0633\u0631 \u0648 \u0635\u062f\u0627)<br \/><strong>\u0627\u0628\u062a\u062f\u0627 \u0628\u0627 DBSCAN \u0622\u0634\u0646\u0627 \u0634\u0648\u06cc\u062f.<\/strong><br \/>DBSCAN (\u062e\u0648\u0634\u0647 \u0628\u0646\u062f\u06cc \u0627\u0633\u067e\u0627\u062a\u06cc\u0644 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0686\u06af\u0627\u0644\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0628\u0627 \u0633\u0631 \u0648 \u0635\u062f\u0627) \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0645\u0646\u0637\u0642\u0647 \u0627\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u062c\u0632\u06cc\u0631\u0647 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a. \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0632 \u0646\u0642\u0637\u0647 \u062f\u0627\u062f\u0647 \u0627\u0637\u0631\u0627\u0641 \u062f\u0631 \u06cc\u06a9 \u0634\u0639\u0627\u0639 \u0645\u0634\u062e\u0635 \u0645\u062d\u0627\u0633\u0628\u0647 \u0634\u0648\u062f<\/p>\n<p>\u0645\u0627 \u0628\u0631\u0627\u06cc \u062f\u06cc\u062f\u0646 DBSCAN \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u062e\u0648\u0627\u0647\u06cc\u0645 \u0622\u0645\u062f. \u0645\u0627 \u0627\u0632 Google Colab \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u06a9\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. <br \/>\u0645\u062b\u0627\u0644 \u062a\u0642\u0633\u06cc\u0645 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc DBSCAN \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<p><strong>\u0645\u0631\u062d\u0644\u0647 1: \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong><br \/><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F1egmgcmbp6mteiqdcjsp.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"639\" height=\"121\" title=\"\"><\/p>\n<ul>\n<li>\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0631\u0627 \u0627\u0632 URL \u0645\u0634\u062e\u0635 \u0634\u062f\u0647 \u060c \u06a9\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u062f\u0631 \u0628\u0627\u0632\u0627\u0631 (\u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u0628\u0627\u0632\u0627\u0631) \u0627\u0633\u062a \u060c \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u062f.<\/li>\n<\/ul>\n<p>\u0646\u062a\u06cc\u062c\u0647 \u06a9\u062f<br \/><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fn11n7vgu70z7i2trcwrj.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"649\" height=\"224\" title=\"\"><\/p>\n<p><strong>\u0645\u0631\u062d\u0644\u0647 2: \u0633\u062a\u0648\u0646 \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f.<\/strong><br \/><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Frv2fhc6hnmtkw9ov0iql.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"478\" height=\"49\" title=\"\"><\/p>\n<ul>\n<li>\u0633\u062a\u0648\u0646 \u062f\u0631\u0622\u0645\u062f \u0633\u0627\u0644\u0627\u0646\u0647 (k $) \u0648 \u0646\u0645\u0631\u0647 \u0647\u0632\u06cc\u0646\u0647 (1-100) \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f \u0632\u06cc\u0631\u0627 \u0627\u06cc\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0628\u0631\u0627\u06cc \u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645.<\/li>\n<\/ul>\n<p>\u0646\u062a\u06cc\u062c\u0647 \u06a9\u062f<br \/><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F08l5x6w69cjmp68ruexl.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"419\" height=\"222\" title=\"\"><\/p>\n<p><strong>\u0645\u0631\u062d\u0644\u0647 3: \u062a\u0646\u0638\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 (\u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0633\u0627\u0632\u06cc)<\/strong><br \/><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fyhbku6906nmqfqg14hg9.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"571\" height=\"88\" title=\"\"><\/p>\n<ul>\n<li>\u0627\u0646\u062f\u0627\u0632\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0627\u0631\u0632\u0634 \u0647\u0631 \u062f\u0648 \u0645\u062a\u063a\u06cc\u0631 (\u062f\u0631\u0622\u0645\u062f \u0633\u0627\u0644\u0627\u0646\u0647 \u0648 \u0646\u0645\u0631\u0647 \u0647\u0632\u06cc\u0646\u0647) \u0631\u0627 \u062f\u0631 \u0647\u0645\u0627\u0646 \u0645\u0642\u06cc\u0627\u0633 (\u0628\u0627 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 0 \u0648 \u0627\u0646\u062d\u0631\u0627\u0641 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f 1) \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u062f \u060c \u06a9\u0647 \u0628\u0647 \u062e\u0648\u0634\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u062f\u0642\u06cc\u0642 \u062a\u0631 \u0634\u0648\u062f.<\/li>\n<\/ul>\n<p>\u0646\u062a\u06cc\u062c\u0647 \u06a9\u062f<br \/><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F0yym6i843figqrv0940g.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"509\" height=\"224\" title=\"\"><\/p>\n<p><strong>\u0645\u0631\u062d\u0644\u0647 4: \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 DBSCAN \u0628\u0631\u0627\u06cc \u06af\u0631\u0648\u0647 \u0628\u0646\u062f\u06cc<\/strong><br \/><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F4qgsc9dhvj013h3ndek1.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"346\" height=\"120\" title=\"\"><\/p>\n<ul>\n<li>\u0627\u0632 DBSCAN \u0628\u0631\u0627\u06cc \u06af\u0631\u0648\u0647 \u0628\u0646\u062f\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0642\u062f\u0627\u0631 EPS (\u0627\u0646\u062f\u0627\u0632\u0647 \u0634\u0639\u0627\u0639 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0627\u062a\u0635\u0627\u0644 \u0646\u0642\u0637\u0647 \u062f\u0627\u062f\u0647) \u0648 min_samples \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f (\u062a\u0639\u062f\u0627\u062f \u0627\u0645\u062a\u06cc\u0627\u0632\u0627\u062a\u06cc \u06a9\u0647 \u0628\u0627\u06cc\u062f \u062f\u0631 \u06af\u0631\u0648\u0647 \u0628\u0627\u0634\u062f \u062a\u0627 \u0646\u0642\u0637\u0647 \u0628\u062a\u0648\u0627\u0646\u062f \u06cc\u06a9 \u06af\u0631\u0648\u0647 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f).<\/li>\n<li>EPS = 0.3: \u062d\u062f\u0627\u06a9\u062b\u0631 \u0641\u0627\u0635\u0644\u0647 \u0628\u06cc\u0646 \u062f\u0648 \u0646\u0642\u0637\u0647 \u0631\u0627 \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0631 \u06cc\u06a9 \u06af\u0631\u0648\u0647 \u06af\u0646\u062c\u0627\u0646\u062f\u0647 \u0634\u0648\u062f \u060c \u062a\u0639\u06cc\u06cc\u0646 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>min_samples = 10: \u062d\u062f\u0627\u0642\u0644 \u062a\u0639\u062f\u0627\u062f \u0627\u0645\u062a\u06cc\u0627\u0632\u0627\u062a \u06af\u0631\u0648\u0647 \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u06af\u0631\u0648\u0647 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u0648\u062f.<\/li>\n<li>\u0646\u062a\u0627\u06cc\u062c \u06af\u0631\u0648\u0647 (\u0628\u0631\u0686\u0633\u0628 \u0647\u0627) \u0631\u0627 \u062f\u0631 \u0633\u062a\u0648\u0646 \u062e\u0648\u0634\u0647 DataFrame \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f.<\/li>\n<\/ul>\n<p>\u0646\u062a\u06cc\u062c\u0647 \u06a9\u062f<br \/><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fjz6cj4ab8jrk44tkvade.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"209\" title=\"\"><\/p>\n<p><strong>\u0645\u0631\u062d\u0644\u0647 5: \u0646\u062a\u0627\u06cc\u062c \u0631\u0627 \u0628\u0627 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627 \u0646\u0634\u0627\u0646 \u062f\u0647\u06cc\u062f<\/strong><br \/><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fryhhcwog09iojw6fr3af.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"150\" title=\"\"><\/p>\n<ul>\n<li>\u0627\u0632 Seaborn \u0648 Matplotlib \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0646\u0645\u0648\u062f\u0627\u0631 \u0646\u0642\u0634\u0647 \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 DBSCAN \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\u0645\u0627 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0631\u0627 \u062f\u0631 \u0647\u0631 \u06af\u0631\u0648\u0647 \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f (\u062e\u0648\u0634\u0647 0 \u060c \u062e\u0648\u0634\u0647 1 \u060c \u062e\u0648\u0634\u0647 -1) \u062f\u0631 \u0631\u0646\u06af \u0647\u0627 \u0648 \u0646\u0645\u0627\u062f\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<\/ul>\n<p>\u0646\u062a\u06cc\u062c\u0647 \u06a9\u062f<br \/><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fao8zu621e43cumrgjskx.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"419\" title=\"\"><\/p>\n<p>\u0627\u0632 \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644 \u060c DBSCAN \u062a\u06a9\u0646\u06cc\u06a9\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u0642\u0628\u0644 \u0628\u0647 \u06af\u0631\u0648\u0647 \u0647\u0627 \u0627\u062d\u062a\u06cc\u0627\u062c \u0646\u062f\u0627\u0631\u062f. \u062f\u0631 \u0635\u0648\u0631\u062a\u06cc \u06a9\u0647 \u0647\u0631 \u0645\u0646\u0637\u0642\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u06a9\u0627\u0641\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f \u060c \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u062f\u0631 \u062e\u0627\u0631\u062c \u0627\u0632 \u06af\u0631\u0648\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 &#8220;\u0633\u0631 \u0648 \u0635\u062f\u0627&#8221; \u06cc\u0627 \u0627\u062e\u062a\u0644\u0627\u0644 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>DBSCAN \u0627\u0632 K-Means \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u062a\u0631 \u0627\u0633\u062a \u060c \u0632\u06cc\u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0627\u06cc \u0631\u0627 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0646\u062f \u0648 \u0627\u0632 \u0646\u0638\u0631 \u0628\u0633\u06cc\u0627\u0631 \u062e\u0648\u0628\u06cc \u0628\u0631\u062e\u0648\u0631\u062f\u0627\u0631 \u0628\u0627\u0634\u062f \u060c \u0627\u0645\u0627 \u0628\u0627\u06cc\u062f \u0645\u0642\u0627\u062f\u06cc\u0631 Ramian \u0645\u0627\u0646\u0646\u062f EPS \u0648 min_samples \u0631\u0627 \u0628\u0627 \u062f\u0642\u062a \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u062f.<br \/><strong>\u067e\u0627\u06cc\u0627\u0646<\/strong><br \/>\u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0646\u0645\u0648\u0646\u0647 \u0627\u06cc \u0627\u0632 \u062e\u0648\u0634\u0647 \u0628\u0646\u062f\u06cc \u0627\u0632 2 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u060c \u06cc\u0639\u0646\u06cc K-Mean \u0648 DBSCAN \u0631\u0627 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0627\u06cc\u0645. \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0633\u0639\u06cc \u06a9\u0646\u06cc\u0645 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u0639\u0627\u062f\u0644\u0627\u062a \u062f\u06cc\u06af\u0631 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u062e\u0637\u06cc \u062a\u0648\u0633\u0637 \u062e\u0648\u062f\u0645\u0627\u0646 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u0645.<br \/><strong>\u0627\u0631\u062c\u0627\u0639 \u062f\u0627\u062f\u0646<\/strong><br \/>1. \u062e\u0648\u0634\u0647 \u0628\u0646\u062f\u06cc &#8211; dbscan<br \/>2. \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0627 \u0645\u062f\u0644 \u062e\u0648\u0634\u0647 \u0628\u0646\u062f\u06cc<br \/>3.Blog \u0628\u0631\u0627\u06cc \u0686\u0627\u06a9\u0631\u06cc\u062a<br \/>4.Colab<br \/>5.Chatgpt<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0645\u062f\u0644 \u062e\u0648\u0634\u0647 \u0628\u0646\u062f\u06cc \u0645\u062f\u0644 \u062e\u0648\u0634\u0647 \u0628\u0646\u062f\u06cc \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u062f\u0648\u0646 \u0641\u0634\u0627\u0631 \u062a\u062d\u062a \u0641\u0634\u0627\u0631 \u060c \u06a9\u0647 \u0647\u062f\u0641 \u0646\u062f\u0627\u0631\u062f \u06cc\u0627 \u0646\u0645\u0648\u0646\u0647 \u0627\u0648\u0644\u06cc\u0647 \u0627\u06cc \u0627\u0632 \u0646\u062a\u0627\u06cc\u062c \u0631\u0627 \u0646\u062f\u0627\u0631\u062f \u060c \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627\u06cc\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u06af\u0631\u0648\u0647 \u0628\u0646\u062f\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u06a9\u0647 \u0642\u0628\u0644\u0627\u064b \u0647\u0631\u06af\u0632 \u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc \u0646\u0634\u062f\u0647 \u0627\u0646\u062f \u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f. \u06a9\u0647 \u06af\u0631\u0648\u0647 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0631\u0627 \u0627\u0632 \u0634\u0628\u0627\u0647\u062a \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u062f &hellip;<\/p>\n","protected":false},"author":2,"featured_media":105169,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-105168","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/105168","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=105168"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/105168\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/105169"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=105168"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=105168"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=105168"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}