Machine Learning - An introduction

Structure of the class

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Part I: Machine Learning

• Basics & Theory

  • Supervised, Unsupervised Learning
  • Classification, Regression, Clustering

• Python Basics for Data Science / ML

  • numpy, scipy
  • scikit learn
  • pytorch

• Hands-on examples

  • Classification
    • Churn prediction
    • Digit classification
  • Regression example
    • Estimating House Prices
  • Clustering
    • kmeans document clustering

• What is Machine Learning anyway?

• Some examples