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---
title: "misc"
---
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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.
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### contents
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#### theses
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- [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.
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#### 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.
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- < a > nimertes</ a > : making a transformer from scratch in pytorch and then nim, a system's language.
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- < a > panope</ a > : a foundational gpt based on the [nanogpt ](https://github.com/aethrvmn/nanoGPT ) architecture
#### university projects
- [super mario network ](smddqn ): 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.
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feel free to explore and delve into the details.