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tanchongmin's Projects

2048 icon 2048

AI to solve the 2048 game

brick-buster icon brick-buster

A simple block destruction puzzle solving game! Expedition (**NEW**): The newest and hardest mode yet. Navigate through the surface of Mars by giving commands to your rover through puzzles. Make sure that you have enough moves left to journey through the arduous journey of 100km. Oh, and did I mention to constantly upgrade your powerups? [NOTE: If you can win this mode, you are seriously good.] Puzzle: Comes with a standard set of 30 handcrafted levels meant to challenge the avid player. Practice: Play a random puzzle with options for you to select the amount of difficulty for UNLIMITED REPLAYABILITY! Have fun!

bttt icon bttt

Brick Tic Tac Toe Environment and AlphaZero

dropnet icon dropnet

DropNet: Reducing Neural Network Complexity via Iterative Pruning (ICML 2020)

hippocampal-replay icon hippocampal-replay

This notebook contains the 4 (+2 bonus) agents used in the paper "Using Hippocampal Replay to Consolidate Experiences in Memory-Augmented Reinforcement Learning" - Random - TD (bonus) - Q-Learning (bonus) - Go-Explore - Go-Explore-Count - Explore-Count It contains the 2 discrete state environments used - Unwalled Maze - Walled Maze

modulo icon modulo

Experiments on Neural Network Learning the Modulo function

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