Resources

Textbooks (Optional)

• Free Online
  CS109 Course Reader: Probability for Computer Scientists – Chris Piech

Online Courses (Reference)

• Stanford
  CS109: Probability for Computer Scientists
• Stanford
  CS224W: Machine Learning with Graphs
• Stanford
  CS246: Mining Massive Datasets

Datasets

• Session 03
  Berkeley Admissions (UCBAdmissions, CSV) – Simpson's Paradox example
• Session 06
  OpenReview Papers – Clustering / near-duplicate exercise
• Session 06
  COMPAS Dataset (ProPublica) – Analysis case study

Exercises & Problem Sets

• Session 01 — Counting
  Exercises: Counting, Permutations & Combinations
• Session 01 — Counting
  Problem Set 01
• Sessions 01–02 — Counting & Probability
  Problem Set: Counting & Probability

Additional Course Material

Added as we go.