{"id":344,"date":"2021-02-09T15:51:36","date_gmt":"2021-02-09T15:51:36","guid":{"rendered":"https:\/\/science.cmb.ac.lk\/icds2021\/?page_id=344"},"modified":"2021-05-21T16:08:22","modified_gmt":"2021-05-21T16:08:22","slug":"workshops","status":"publish","type":"page","link":"https:\/\/science.cmb.ac.lk\/icds2021\/workshops\/","title":{"rendered":"Workshops"},"content":{"rendered":"

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Post Conference Virtual Workshops<\/h2>\n<\/div>\n<\/div><\/div><\/div><\/div><\/section>
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Two virtual post-conference workshops are organized as a part of the ICDS 2021 conference events for those who are interested in the areas of machine learning and deep learning. Both workshops will be conducted by experts in Data Science who have experience in academia or industry. These workshops are designed to give its participants a dive into both theory and practical applications of the specified areas.<\/p>\n

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1. WORKSHOP on Essentials of Decision Trees in Machine Learning<\/h3>\n<\/div>\n\n
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30th June 2021 from 9 am - 12 noon (IST) via Zoom<\/h4>\n<\/div>\n
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What will be covered?<\/h4>\n<\/div>\n
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  1. Introduction to decision trees<\/li>\n
  2. Basic concepts of regression trees and classification trees<\/li>\n
  3. Tree building algorithms<\/li>\n
  4. Overfitting of decision trees<\/li>\n
  5. Tree pruning<\/li>\n
  6. Basics concepts of Bagging<\/li>\n
  7. Basics concepts of Random Forest<\/li>\n<\/ol>\n

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    Prerequisites<\/h4>\n<\/div>\n
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    Knowledge and Skills<\/strong><\/p>\n