Jan 21, 2024
Topology bits, a bunch of notes
A couple of essential definitions in topology like Hausdorff and all that stuff. Also some proofs and drawings
Mar 26, 2023
Some pondering about super-resolution
A brief theoretical discussion about super-resolution using a Markov chain.
Dec 6, 2022
Noisy communication channels notes
How do you communicate when your messages might be changed on the way there? Some more notes on information theory.
Aug 3, 2022
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.
Apr 17, 2022
Variational Autoencoders Notes
Me trying to understand how Variational Autoencoders work and some related notes
Mar 11, 2022
Short note about transforming distributions
A couple of proofs about applying functions to a random variable
Jan 30, 2022
Simpson GAN
Using StyleGAN2-ADA to generate images from The Simpsons (with low-quality results)
Dec 20, 2021
Lossy compression and implementing JPEG (kinda)
Trying to implement some basic algorithms for lossy compression of images. Also, a cool interpretation using linear algebra.
Oct 5, 2021
Information Theory Notes
A brief recap of the main results of communication in noiseless channels based on my notes.