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Sultan's Projects

cheatsheet icon cheatsheet

An attempt at improving facial recognition performance through appending a 'cheatsheet' to an image with one positive sample and multiple negatives during training.

comparing-cnn-mlp icon comparing-cnn-mlp

Me researching into the performance differnce between MLPs and CNNs for image classification! Hope this is useful to someone. I had done this back in may as a self exercise that a professor suggested, but just got around to uploading it. I implore you to check out the PDF!

datatrove icon datatrove

Freeing data processing from scripting madness by providing a set of platform-agnostic customizable pipeline processing blocks.

easyrogue icon easyrogue

A simple rogue like game ripped out from my third year project titled "Perfect Information Versus Imperfect Information in Reinforcement Learning". I had made this simple game to benchmark performance, and I hope other people can get some use out of it too!

envenc icon envenc

Repository for environment encoder, an attempt at improving reinforcement learning agents' generalisability through learning how to act on universal multimodal embeddings generated by a vision-language model.

gradient-based-optimization icon gradient-based-optimization

An exploration into the different types of gradient based optimizations and the performance discrepancy between each of them. I had done this project in university in an effort to explore more of my passion in machine learning and artificial intelligence under the supervision and guidance of a professor. I implore you to read the results analysis!

graduation-project icon graduation-project

My final year honours project that involved developing a rogue like game from scratch and implementing some RL algorithms. The purpose was to compare perfect information vs imperfect information. I'm skeptical about my conclusion that imperfect information is better in certain cases, but enjoy!

inseq icon inseq

Interpretability for sequence generation models 🐛 🔍

medievalsd icon medievalsd

Just a quick little project I'm working on for my dungeons & dragons world, creating a stable diffusion model that can reliably create those medieval sketch drawings. Most probably will LoRA it.

minllmtrain icon minllmtrain

Minimal yet high performant code for pretraining llms. Attempts to implement some SOTA features. Implements training through: Deepspeed, Megatron-LM, and FSDP. WIP

python-pathfinding icon python-pathfinding

Implementation of common pathfinding algorithms. My fork just adds naive random walks.

search-discord-data icon search-discord-data

Searches the discord messages given to you after you download your data from discord.

uftrace icon uftrace

Function graph tracer for C/C++/Rust

voice-memo-sharing icon voice-memo-sharing

Records a voice memo and shares it to your apps conveniently. Made it because I wanted to share voice notes on discord.

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