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This archive contains everything you need to complete Homework 1. It contains the following files:

download_octmnist.py

  • allows you to download the OCTMNIST dataset to a compressed .npz file, which hw1-q2.py and hw1-q3.py can load.

hw1-q1.py

  • contains skeleton code for Question 1, which covers classification with the perception, logistic regression, and the multi-layer perceptron, with implementation in numpy.

hw1-q2.py

  • contains skeleton code for Question 2, which covers classification with logistic regression and the multi-layer perceptron, with implementation in torch.

report: https://www.overleaf.com/1684186548ycyzhhjnjvnj#ad72ae