Dumbrain

A place to put all my random projects and tools for ai/ml/rl stuff

Python module

This project is designed as an installable python module so that you can easily use some of the built in tools.

pip install -U git+git://github.com/frenchie4111/dumbrain.git

from dumbrain.lib.download import downloadAndUnzip
downloadAndUnzip( 'http://aiml.mikelyons.org/datasets/sonic/Sonic%20Roms.zip', 'data/roms/' )

Subdirectories

• dumbrain/ml Machine Learning (Mostly Deep Learning) related things
  • Fast.ai Some of the fast.ai lecture notes
  • Kaggle Kaggle entry related stuff
  • Omniglot Implementation of prototype networks to solve the Omniglot few-shot learning problem
  • tensorflow A few super basic tensorflow tutorial solutions
• dumbrain/rl Reinforcement Learning related things
  • cartpole Solutions for the cartpole problem from the OpenAI Requests from Research
  • David Silver's RL Lectures Implementation of the easy21 excersize and a few other things discussed during the lectures
  • OpenAI Sonic Retro Contest Entry A couple different projects I worked on as solutions the RL transfer learning competition put on by OpenAI in May-June 2018
  • Genetic Tictactoe Gameplaying Algorithm/Genetic Lib Implementation of a simple deep genetic algorithm for playing tic-tac-toe, as well as a generic game library for testing game playing algorithms on arbitrary rulesets