Rubiks-Cube-Reinforcement-Learning Alternatives

Similar projects and alternatives to Rubiks-Cube-Reinforcement-Learning based on common topics and language

FinRL

200 2,782 9.8 Jupyter Notebook Rubiks-Cube-Reinforcement-Learning VS FinRL

Discontinued Deep Reinforcement Learning Framework to Automate Trading in Quantitative Finance. NeurIPS 2020 & ICAIF 2021. 🔥 [Moved to: https://github.com/AI4Finance-Foundation/FinRL] (by AI4Finance-LLC)
Practical_RL

2 5,716 6.0 Jupyter Notebook Rubiks-Cube-Reinforcement-Learning VS Practical_RL

A course in reinforcement learning in the wild
InfluxDB

www.influxdata.com featured

Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
gdrl

1 747 10.0 Jupyter Notebook Rubiks-Cube-Reinforcement-Learning VS gdrl

Grokking Deep Reinforcement Learning
drq

1 398 0.0 Jupyter Notebook Rubiks-Cube-Reinforcement-Learning VS drq

DrQ: Data regularized Q
recurrent-ppo-truncated-bptt

6 106 3.2 Jupyter Notebook Rubiks-Cube-Reinforcement-Learning VS recurrent-ppo-truncated-bptt

Baseline implementation of recurrent PPO using truncated BPTT
FinRL

44 9,093 8.8 Jupyter Notebook Rubiks-Cube-Reinforcement-Learning VS FinRL

FinRL: Financial Reinforcement Learning. 🔥
introtodeeplearning

2 6,847 8.5 Jupyter Notebook Rubiks-Cube-Reinforcement-Learning VS introtodeeplearning

Lab Materials for MIT 6.S191: Introduction to Deep Learning
SaaSHub

www.saashub.com featured

SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a better Rubiks-Cube-Reinforcement-Learning alternative or higher similarity.

Suggest an alternative to Rubiks-Cube-Reinforcement-Learning

Rubiks-Cube-Reinforcement-Learning reviews and mentions

Posts with mentions or reviews of Rubiks-Cube-Reinforcement-Learning. We have used some of these posts to build our list of alternatives and similar projects.

Solving a Rubik's Cube from Scratch;
1 project | /r/reinforcementlearning | 21 Jan 2022

https://i.redd.it/lfjz74cn6wc61.gif For my final year university project I trained an AI to solve a Rubik's Cube purely using reinforcement learning. This project follows the algorithm written by this paper. http://deepcube.igb.uci.edu/static/files/SolvingTheRubiksCubeWithDeepReinforcementLearningAndSearch_Final.pdf. This algorithm works by first training a neural network to output a guess on the number of moves away from the solved position given an initial scrambled position. This was done using simple value iteration. The training dataset was created on the fly by randomly scrambling cubes with depths of 1 to 40. Once training is completed this neural network can be used to solve cubes by using it as a heuristic in an A* search. The classic A* search algorithm was changed to include a depth weighting which trades optimality with speed. Training took around 7 days using one Tesla P100 GPU. Parallel Training definitely should have been used however this would have taken a bunch of work to implement so this was left out. This also meant hyperparameter tuning and network architecture experimenting was pretty limited. Compared to the results in the paper, my AI is slower and less optimal, solving on average taking 60 seconds with solution lengths around 40. However I was extremely happy with the results as I had neither the computational power or experience of the researchers and comparatively with most of the other projects on Github, being able to solve a 3x3 cube at all is an achievement. This algorithm can be transferred to many other puzzles. I‍ have successfully trained the 2x2 Cube, 15-Puzzle and 24-Puzzle as well. My github page for the code is here https://github.com/PhadonP/Rubiks-Cube-Reinforcement-Learning. There are many more details shown in the pdf report found in the repo.