Topology bits, a bunch of notes

A couple of essential definitions in topology like Hausdorff and all that stuff. Also some proofs and drawings

Some pondering about super-resolution

A brief theoretical discussion about super-resolution using a Markov chain.

Noisy communication channels notes

How do you communicate when your messages might be changed on the way there? Some more notes on information theory.

How to build NVAE from scratch

I tried reproducing a paper that came out at the start of 2021 called NVAE. A Deep Hierarchical Variational Autoencoder. It was a real struggle and here are some notes about it.

Variational Autoencoders Notes

Me trying to understand how Variational Autoencoders work and some related notes

Short note about transforming distributions

A couple of proofs about applying functions to a random variable

Simpson GAN

Using StyleGAN2-ADA to generate images from The Simpsons (with low-quality results)

Lossy compression and implementing JPEG (kinda)

Trying to implement some basic algorithms for lossy compression of images. Also, a cool interpretation using linear algebra.

Information Theory Notes

A brief recap of the main results of communication in noiseless channels based on my notes.