---
title: "misc"
---

this is the place for my miscalleneous projects. Here you'll find a collection of my work: from research and theses to explorations in mathematics, physics, and computer science.

### contents 

#### theses
- [master-thesis](/pdf/mthesis.pdf): reinforcement learning theory and implementation in a custom environment.
- [bachelor-thesis](/pdf/bthesis.pdf): random af spin-1/2 heisenberg model and the sdrg method.
#### personal projects
- <a>nyrids</a> is a collection of closed source nlp models I am working on, either for fun (nimertes), research (melite), or work (panope).
  - <a>melite</a> : solo research project into neurosymbolic ai using transformers and reinforcement learning methods.
  - <a>nimertes</a> : making a transformer from scratch in pytorch and then nim, a system's language.
  - <a>panope</a> : a foundational gpt based on the [nanogpt](https://github.com/aethrvmn/nanoGPT) architecture
#### university projects
- [super mario network](https://github.com/aethrvmn/supermarioddqn): implementing an agent to autonomously play super mario bros.
- [human-diffusion](human-diffusion): a simulation of the Out of Africa (OOA) event in prehistory.
- [black-scholes](black-scholes): exploring the black-scholes equation.

feel free to explore and delve into the details.