High Dimensional Data & AI/ML Algorithms, with Applications

Topic outline

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  General

  This page contains the lecture slides and a livestream link for an overview workshop on high dimensional data & AI/ML algorithms (March 27, 2023). Speakers: Madhuri Kulkarni, Sushma Bendre, Akanksha Kashikar, TV Ramanathan, Vijay Nair. Workshop was organized by the Department of Statistics, SPPU, as part of the School of Mathematical & Computing Sciences, SPPU. Course image courtesy: https://phys.org/news/2014-12-universe-dimensions.html. The material provided here is on "as is" basis. It may be copyrighted. Please contact the instructor/author for license terms, permissions etc.
  

  • Workshop poster File
  • Entire livestream URL
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  Simple and Multiple Linear Regression Models & Regression Diagnostics (Madhuri Kulkarni)

  At 23m56s in the livestream
  

  • Slides File
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  Logistic Regression, Classification & Generalized Linear Models (Sushama Bendre)

  At 51m55s in the livestream

  
  

  • Slides File
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  Regression and Machine Learning (Akanksha Kashikar)

  At  01h58m30s in the livestream (sound lost intermittantly)
  

  
  

  • Slides File
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  Introduction to High-Dimensional Data (TV Ramanathan)

  At 02h48m20s in the livestream
  

  • Slides File
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  Algorithms, Training, and Tuning (Vijay Nair)

  At 04h31m00s in the livestream (Sound may be flaky)

  • Slides File
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  Modeling tabular data, explanation and diagnostics (Vijay Nair)

  At 06h26m20s in the livestream (Sound may be flaky)
  

  • Slides File