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MLVU: Machine Learning @ VU University Amsterdam (winter 2021)

youtube.com/watch?v=G5vMe...

  • graduate course

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  • video playlist

Description:

website: https://mlvu.github.io/

Rest of the lectures: https://www.youtube.com/user/riskone1/playlists

Content:
  • 1 Introduction

    • 1.1 What is machine learning?
    • 1.2 Classification
    • 1.3 Other abstract tasks
    • 1.4 Social impact 1
    • 1.5 Generalization
  • 2 Linear models and search

    • 2.1 Linear regression
    • 2.2 Searching for a good model
    • 2.3 Gradient descent
    • 2.4 Linear classification
  • 3 Model evaluation

    • 3.1 Machine learning experiments
    • 3.2 Model evaluation
    • 3.3 ROC curves, area under the curve
    • 3.4 Social impact 2
    • 3.5 Statistics f
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