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Introduction to Machine Learning, a series of IPython Notebook and accompanying slideshow and video

Introduction to Machine Learning

From 2015, a series of Jupyter Notebooks and accompanying slideshow and video

Link to accompanying reveal.js slideshow

Link to PDF version of slideshow

~~Link to video presentation~~ I'm so sorry, my google account was hacked and although I was able to get my gmail and OAuth back, all my youtube videos including this one with > 100,000 views, were permanently erased.

Jupyter notebooks:

  1. The Dataset
  2. Clustering with K-means
  3. Clustering with other algorithms
  4. Classification with k-Nearest Neighbors
  5. Classification with other algorithms
  6. Classification with Decision Trees
  7. Classification with Random Forests
  8. Dimensionality reduction