_toc.yml

root: landing-page
format: jb-book
parts:
- caption: Preliminaries
  chapters:
  - file: 01-Intro-to-Python
  - file: 02A-Git-Jupyter
  - file: 02B-Pandas
  - file: 04-Linear-Algebra-Refresher
  - file: 03-Probability-and-Statistics-Refresher 
- caption: Clustering
  chapters:
  - file: 05-Distances-Timeseries
  - file: 06-Clustering-I-kmeans
  - file: 07-Clustering-II-in-practice
  - file: 08-Clustering-III-hierarchical
  - file: 09-Clustering-IV-GMM-EM
- caption: Classification
  chapters:
  - file: 13-Learning-From-Data
  - file: 14-Classification-I-Decision-Trees
  - file: 15-Classification-II-kNN
  - file: 16-Classification-III-NB-SVM
- caption: Dimensionality Reduction
  chapters: 
  - file: 10-Low-Rank-and-SVD
  - file: 11-Dimensionality-Reduction-SVD-II
- caption: Regression
  chapters: 
  - file: 17-Regression-I-Linear
  - file: 18-Regression-II-Logistic
  - file: 19-Regression-III-More-Linear
- caption: Selected Topics
  chapters:
  - file: 20-Recommender-Systems
  - file: 21-Networks-I
  - file: 22-Networks-II-Centrality-Clustering
  - file: 23-Gradient-Descent