Linear regression and gradient descent

CSI4106 Introduction to Artificial Intelligence

Important

Deadline: Assignment 1 must be submitted no later than September 29, 2025, at 11 PM. Please refer to the assignment description available on Brightspace.

Prepare

Corresponding pages from the main textbook. Covers lectures 3,4,5, and 6.

  • Russell and Norvig (2020), pages 651–720
  • Géron (2019), \(\S\) 4

Participate

References

Géron, Aurélien. 2019. Hands-on Machine Learning with Scikit-Learn, Keras, and TensorFlow. 2nd ed. O’Reilly Media.
Russell, Stuart, and Peter Norvig. 2020. Artificial Intelligence: A Modern Approach. 4th ed. Pearson. http://aima.cs.berkeley.edu/.