Linear Regression I

This guide covers the fundamentals of predicting parameters of a linear regression model using batch gradient descent.

Linear Regression II

Building upon Linear Regression I, we use PyTorch to perform linear regression predictions via stochastic gradient descent.

Softmax Regression

We use Softmax Regression to classify clothing images from the FashionMNIST dataset.

Neural Network I

We implement a simple 3 layer neural network to classify clothing images from the FashionMNIST dataset.