- file: intro
- part: About the course
  chapters:
  - file: schedule
  - file: teachers
  - file: textbooks
- part: Review of Statistics with Resampling Techniques and Linear Algebra
  numbered: true
  chapters:
  - file: statistics.ipynb
  - file: linalg.ipynb
- part: From Regression to Support Vector Machines
  numbered: true
  chapters:
  - file: chapter1.ipynb
  - file: chapter2.ipynb
  - file: chapter3.ipynb
  - file: chapter4.ipynb
  - file: chapter5.ipynb
- part: Decision Trees, Ensemble Methods and Boosting
  numbered: true
  chapters:
  - file: chapter6.ipynb
  - file: chapter7.ipynb  
- part: Dimensionality Reduction
  numbered: true
  chapters:
  - file: chapter8.ipynb
- part: Deep Learning Methods
  numbered: true
  chapters:
  - file: chapter9.ipynb
  - file: chapter10.ipynb
  - file: chapter11.ipynb
  - file: chapter12.ipynb