CS97 Introduction to Data Science

Shichang Zhang, UCLA, Summer 2024
  • Textbooks (Optional):

    • Fundamentals of Machine Learning for Predictive Data Analytics Algorithms, Worked Examples, and Case Studies. — by John D. Kelleher, Brian Mac Namee, Aoife D’Arcy

    • Machine Learning: An Algorithmic Perspective, Second Edition Part of: Chapman & Hall / CRC Machine Learning & Pattern Recognition (21 Books) — by Stephen Marshland.

    • Python for data analysis: Data wrangling with Pandas, NumPy, and IPython. O’Reilly Media, Inc., 2012 — by McKinney, Wes.

    • Probabilistic programming and Bayesian methods for hackers., 2015 — by Pilon, Cameron Davidson