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, and Aoife D’Arcy
Machine Learning: An Algorithmic Perspective, Second Edition — by Stephen Marsland
Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython, O’Reilly Media, 2012 — by Wes McKinney
Probabilistic Programming and Bayesian Methods for Hackers, 2015 — by Cameron Davidson-Pilon