ES 114 Probability, Statistics and Data Visualization

Summary

Pre-requisites:

  • None, First Year Undergrad Course

Reference textbooks:

  1. Chan, Stanley. “Introduction to Probability for Data Science.” The University of Michigan Library, Michigan Publishing (2021). Free Digital Copy
  2. Adhikari, Ani, John DeNero, and D. Wagner. “Computational and Inferential Thinking: The Foundations of Data Science.” Second Edition. The University of California, Berkeley (2019). Free Digital Copy
  3. Deisenroth, Marc Peter, A. Aldo Faisal, and Cheng Soon Ong. Mathematics for Machine Learning. Cambridge University Press, 2020. Free Digital Copy
  4. Spiegelhalter, David. The Art of Statistics: Learning from Data. Penguin UK, 2019.
  5. Rougier, Nicolas. Scientific Visualization: Python+ Matplotlib. 2021. Free Digital Copy