Statistical learning - MMMEF

Topic outline

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  General

  • Annonces des enseignants Forum
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  Lecture 1

  Overview on Statistical learning and Data Science
  

  • Slides on Data Science, Linear regression, Model Selection File 2MB
  • Homework 1 File 147.1KB
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  Lecture 2

  We cover:

  1. the end of the previous slides: Model selection (penalized criteria and cross-validation)
     
  2. the begining of the classification lecture.

  • Slides Classification File 2.7MB
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  Lecture 3

  • Slides Clustering File 1MB
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  Lecture 4

  • Slides Dimension reduction File 2.8MB
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  Lecture 5

  • Slides Optimisation File 1MB