UC Irvine, Math 10, Spring 2024

UC Irvine, Math 10, Spring 2024#

Introduction to Programming for Data Science#

Syllabus

Course schedule

Final Project Instruction

Software: We will use Python and Jupyter Notebook for this class. You can download Anaconda from here and install it on your computer. It is also available in the lab. You can also use any online platform like Google Colab, Deepnote, or Kaggle, etc.

About the class:

  • Basic Python

  • Probability and Statistics

  • Data visualization

  • Linear Regression

  • Logistic Regression

  • Principal Component Analysis

  • Clustering

  • Neural Networks

  • Fairness, Privacy

Reference Materials::