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UID:eventsphere-61920@www.knowafest.com
DTSTAMP:20261008T191405Z
DTSTART:20240529T183000Z
DTEND:20240531T182959Z
SUMMARY:Workshop on Statistical and Machine Learning Techniques 2024
LOCATION:Kongu Engineering College\, Erode
DESCRIPTION:<p>OBJECTIVE<br />\nThis workshop will help the participants un
 derstand principles of machine learning and how statistics is crucial whil
 e developing machine learning models. At the end of this workshop\, partic
 ipants will be able to get an understanding about how statistical machine 
 learning can help in making better/informed decisions and deploy ML models
 .. The aim of this workshop is integrating machine learning into academic 
 research can facilitate interdisciplinary collaborations\, broaden the sco
 pe of inquiries\, and contribute to pushing the frontiers of knowledge.<br
  />\nCOURSE CONTENTS<br />\nIntroduction to Machine Learning<br />\n• In
 troduction to machine learning: supervised vs. unsupervised learning<br />
 \n• Linear models (including linear regression and logistic regression)<
 br />\n• Loss functions and optimization Model Selection<br />\n• Cros
 s-validation<br />\n• The bias-variance tradeoff<br />\n• High-dimensi
 onal variable selection<br />\n• Regularization methods (lasso and ridge
  regression) Non-linear Methods &amp\; Deep Learning<br />\n• Support ve
 ctor machines<br />\n• Decision trees<br />\n• Random forests<br />\n
 • Neural networks<br />\n• Deep learning</p>
URL:https://www.knowafest.com/workshop-on-statistical-and-machine-learning-
 techniques-2024
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