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Welcome! 👋

👨‍💻 I'm Jacob Pettit, and I work on reinforcement learning research. My GitHub account houses my personal projects.

I also blog at Welcome to My Brain and at The Merge.

Right now I'm excited about:

  • 🤖 Multiagent RL. Both collaborative and competitive.
  • 💪 Robust RL. Can we make RL handle changes in its environment, such as noise in observations and in environment dynamics?
  • 🧬 Sequence optimization. Think DNA/RNA/amino acid optimization and mathematical expression optimization.
  • 💉 mRNA vaccines (and the COVID vaccine)!

I'm currently exploring:

  • 🔬 ML for bio

I'm learning about:

  • 🔬 Biology - Protein folding, mRNA, and the COVID vaccine! DeepMind's AlphaFold release and the exciting science of the COVID vaccine inspired me to learn more about them.
  • 💻 JavaScript, JAX in Python, and SWE best practices.

How to contact me:

Jacobs's github stats

jfpettit's Projects

dnaseq-align icon dnaseq-align

Code performs global alignment of two sequences of DNA using Needleman-Wunsch Algorithm

exppy icon exppy

Random assorted python code from small experiments and blog posts.

fastai icon fastai

The fast.ai deep learning library, lessons, and tutorials

flare icon flare

Modular Reinforcement Learning in PyTorch.

gym icon gym

A toolkit for developing and comparing reinforcement learning algorithms.

gym-snake-rl icon gym-snake-rl

An OpenAI Gym environment for training RL agents to play various flavors of the Snake game.

litetorch icon litetorch

Implementations of common NN types to reduce code rewriting between projects.

machine-learning icon machine-learning

This repository will contain my machine learning projects and details about each one.

minerl icon minerl

MineRL Competition for Sample Efficient Reinforcement Learning - Python Package

pfrl icon pfrl

PFRL: a PyTorch-based deep reinforcement learning library

pytorch-mnist-tutorial icon pytorch-mnist-tutorial

This repository contains a short, simple code for a Convolutional Neural Network on the MNIST dataset in Pytorch.

reflo icon reflo

TensorFlow implementations of some reinforcement learning algorithms.

rlstructures icon rlstructures

RLStructures is a library to facilitate the implementation of new reinforcement learning algorithms. It includes a library, a tutorial, and different RL algorithms provided as examples.

senior-practicum icon senior-practicum

A repository from my Senior Practicum project during my Bachelor's degree.

splicehack icon splicehack

An in-progress nethack variant based on version 3.7. An attempt to build a "kitchen sink" style variant that is easy to pick up and play.

torchrl icon torchrl

Reinforcement Learning framework for easy experimentation

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