{"id":22996,"date":"2019-03-22T06:39:06","date_gmt":"2019-03-22T06:39:06","guid":{"rendered":"https:\/\/ss.ibsu.edu.ge\/ibsu\/?post_type=bt&#038;p=3996"},"modified":"2025-01-21T09:49:08","modified_gmt":"2025-01-21T05:49:08","slug":"seminars-in-data-analyze-and-machine-learning","status":"publish","type":"post","link":"https:\/\/ibsu.edu.ge\/en\/seminars-in-data-analyze-and-machine-learning\/","title":{"rendered":"\u10e1\u10d4\u10db\u10d8\u10dc\u10d0\u10e0\u10d4\u10d1\u10d8 \u10db\u10dd\u10dc\u10d0\u10ea\u10d4\u10db\u10d7\u10d0 \u10d0\u10dc\u10d0\u10da\u10d8\u10d6\u10e1\u10d0 \u10d3\u10d0 \u10db\u10d0\u10dc\u10e5\u10d0\u10dc\u10e3\u10e0 \u10e1\u10ec\u10d0\u10d5\u10da\u10d4\u10d1\u10d0\u10e8\u10d8"},"content":{"rendered":"<p><strong><span style=\"font-size: 130%; font-family: 'arial black', sans-serif;\">\u10e7\u10dd\u10d5\u10d4\u10da \u10dd\u10e0\u10e8\u10d0\u10d1\u10d0\u10d7\u10e1 16:00 \u10e1\u10d0\u10d0\u10d7\u10d6\u10d4 \u10d0\u10e3\u10d3\u10d8\u10e2\u10dd\u10e0\u10d8\u10d0 301 \u10d9\u10dd\u10e0\u10de\u10e3\u10e1\u10d8 B.<\/span><\/strong><\/p>\n<p>\u10d3\u10d0\u10e1\u10d0\u10ec\u10e7\u10d8\u10e1\u10d8 3\/25\/2019<\/p>\n<p><span style=\"font-size: 150%;\">\u10e1\u10d4\u10db\u10d8\u10dc\u10d0\u10e0\u10d8\u10e1 \u10d7\u10d4\u10db\u10d0:\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0<\/span><\/p>\n<ul>\n<li><span style=\"font-size: 120%;\">\u10de\u10e0\u10dd\u10d2\u10e0\u10d0\u10db\u10e3\u10da\u10d8 \u10d4\u10dc\u10d4\u10d1\u10d8:\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0<\/span><br \/>\nPython, R, Julia, Scala.<\/li>\n<li><span style=\"font-size: 110%;\">Integrated development environment (IDE):<\/span><br \/>\nJupyter Notebook (Python, R, Julia, Scala), \u10e1\u10ee\u10d5\u10d4\u10d1\u10d8.<\/li>\n<li>\u10db\u10d0\u10d7\u10d4\u10db\u10d0\u10e2\u10d8\u10d9\u10d0 \u10db\u10d0\u10dc\u10e5\u10d0\u10dc\u10e3\u10e0\u10d8 \u10e1\u10ec\u10d0\u10d5\u10da\u10d4\u10d1\u10d8\u10e1\u10d7\u10d5\u10d8\u10e1:<br \/>\n\u10ec\u10e0\u10e4\u10d8\u10d5\u10d8 \u10d0\u10da\u10d2\u10d4\u10d1\u10e0\u10d0, \u10e1\u10e2\u10d0\u10e2\u10d8\u10e1\u10e2\u10d8\u10d9\u10d0, \u10e2\u10d4\u10dc\u10e1\u10dd\u10e0\u10d8\u10e1 \u10d0\u10dc\u10d0\u10da\u10d8\u10d6\u10d8, Teano.<\/li>\n<li>ML \u10d1\u10d8\u10d1\u10da\u10d8\u10dd\u10d7\u10d4\u10d9\u10d4\u10d1\u10d8:<br \/>\nNumpy, Pandas, Scipy, Sklearn, Matplotlib, Opencv, Caffe, Theano, Minerva<\/li>\n<li>\u10db\u10d0\u10dc\u10e5\u10d0\u10dc\u10e3\u10e0\u10d8 \u10e1\u10ec\u10d0\u10d5\u10da\u10d4\u10d1\u10d8\u10e1 \u10d0\u10da\u10d2\u10dd\u10e0\u10d8\u10d7\u10db\u10d4\u10d1\u10d8:<br \/>\nCollect Data, Pick the Model, Train the Model:<br \/>\nk-Nearest Neighbors,<br \/>\nLogistic regression<br \/>\nDecision Tree, Feature Importance in Decision Trees<br \/>\nRandom Forest, Feature importance in Random Forest<br \/>\nGradient Boosting<br \/>\nSupport Vector Machine (SVM)<br \/>\nDeep Learning<\/li>\n<li>\u10d8\u10dc\u10e4\u10dd\u10e0\u10db\u10d0\u10ea\u10d8\u10d8\u10e1 \u10d5\u10d8\u10d6\u10e3\u10d0\u10da\u10d8\u10d6\u10d0\u10ea\u10d8\u10d0<\/li>\n<li>\u10de\u10e0\u10dd\u10d2\u10e0\u10d0\u10dc\u10d8\u10e0\u10d4\u10d1\u10d0 ML in Python, R, Spark<\/li>\n<li>\u10e1\u10d0\u10e1\u10ec\u10d0\u10d5\u10da\u10d4\u10d1\u10d4\u10da\u10d8 \u10de\u10e0\u10dd\u10d4\u10e5\u10e2\u10d8.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p style=\"text-align: right;\">\u10da\u10d4\u10e5\u10e2\u10dd\u10e0\u10d4\u10d1\u10d8:<br \/>\nDr. Nodar Momtselidze<br \/>\nDr. Davit Datuashvili<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u10e7\u10dd\u10d5\u10d4\u10da \u10dd\u10e0\u10e8\u10d0\u10d1\u10d0\u10d7\u10e1 16:00 \u10e1\u10d0\u10d0\u10d7\u10d6\u10d4 \u10d0\u10e3\u10d3\u10d8\u10e2\u10dd\u10e0\u10d8\u10d0 301 \u10d9\u10dd\u10e0\u10de\u10e3\u10e1\u10d8 B. \u10d3\u10d0\u10e1\u10d0\u10ec\u10e7\u10d8\u10e1\u10d8 3\/25\/2019 \u10e1\u10d4\u10db\u10d8\u10dc\u10d0\u10e0\u10d8\u10e1 \u10d7\u10d4\u10db\u10d0:\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u10de\u10e0\u10dd\u10d2\u10e0\u10d0\u10db\u10e3\u10da\u10d8 \u10d4\u10dc\u10d4\u10d1\u10d8:\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[75],"tags":[],"class_list":["post-22996","post","type-post","status-publish","format-standard","hentry","category-school-of-business"],"_links":{"self":[{"href":"https:\/\/ibsu.edu.ge\/en\/wp-json\/wp\/v2\/posts\/22996","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ibsu.edu.ge\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ibsu.edu.ge\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ibsu.edu.ge\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ibsu.edu.ge\/en\/wp-json\/wp\/v2\/comments?post=22996"}],"version-history":[{"count":0,"href":"https:\/\/ibsu.edu.ge\/en\/wp-json\/wp\/v2\/posts\/22996\/revisions"}],"wp:attachment":[{"href":"https:\/\/ibsu.edu.ge\/en\/wp-json\/wp\/v2\/media?parent=22996"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ibsu.edu.ge\/en\/wp-json\/wp\/v2\/categories?post=22996"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ibsu.edu.ge\/en\/wp-json\/wp\/v2\/tags?post=22996"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}