masonmcbride Goto Github PK

alphazero

me learning alphazero (papers: https://arxiv.org/abs/1712.01815, https://www.nature.com/articles/nature24270)

baseball

My exploration of the game of baseball through python and dataframes

cfr

me learning cfr (paper: http://modelai.gettysburg.edu/2013/cfr/cfr.pdf)

congestion

a naive solver for a congestion/potential game.

crp

Exploration of the Chinese Restaurant Process found here https://arxiv.org/abs/0710.0845

ctw

A repo for an implementation of context tree weighting and other compression algorithms

disjointsets

Disjoints Sets

emd

exploration and implementation of Earth Movers Distance (paper: http://infolab.stanford.edu/pub/cstr/reports/cs/tr/99/1620/CS-TR-99-1620.ch4.pdf)

gitlet-cs61b-2020spring

gjk

Implementing GJK collision algorithm for convex shapes. Idea from Reducible (youtube.com/watch?v=ajv46BSqcK4). I also implemented unittests for practice which was inspired from github.com/kroitor implementation of gjk in C. Also the shape class is for practicing operator overloading and pythonic code.

gurobi

writing cool and interesting and helpful LPs and feasibility programs into open source existence. Using gurobi solver's gurobipy API because it's free and fast. Gurobipy matrices are annoying to deal with so far.

kalmanfilter

Implementation of kalman filter. All sources and references I used can be found in the kf.py class file.

masonmcbride.github.io

mcts

The best mcts in the land. Still need to parallelize, make a C version, and btw it's not so trivial to make a smooth mcts. This mcts implementation has state space awareness and is memory efficient.

mcts-rs

MCTS written in rust.

mdp

Me exploring the wonderful world of Markov Decision Processes. The MDP.py file is an interface type so you can implement others games as long as they can be formulated to the file. I also wrote ValueIteration to solve the mdp. For proof of concept, I implemented the Gambler's Problem.

movietree

A mathematical tree object that I made to chart movie scene timelines.

poker

rm-cfr

Regret Matching (RM) and Counterfactual Regret Minimization (CFR) modern implementation.

soe

Safe Opponent Exploitation in python (paper: https://www.cs.cmu.edu/~sandholm/safeExploitation.teac15.pdf)

sorting

A reference of code for common sorting algorithms in clean, readable code.

tinygrad

You like pytorch? You like micrograd? You love tinygrad! ❤️