UC Irvine, Math 10, Spring 2025#
Introduction to Programming for Data Science#
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
Classification
Principal Component Analysis
Clustering
Neural Networks
Fairness and Bias
Generative AI
Reference Materials::