💃 Demos

1. Linear Regression

This is a simple demo showing how loss and the function you are trying to learn with linear regression work together.

Recently rebuilt in javascript… but I first built this in python within a jupyter notebook. You can download my notebook here to dive deeepr.

2. Loss Surface Navigation

This demo shows how gradient descent moves through various loss surfaces in 3d and 2d contour maps. It also let’s you compare adam to plain gradient descent!

3. Interaction Terms - WIP

This demo shows how gradient descent moves through various loss surfaces in 3d and 2d contour maps. It also let’s you compare adam to plain gradient descent!

4. Kmeans Clustering Demo

Check out how Kmeans Clustering works!