MuKoe

An open-source implementation of MuZero, a distributed AI framework

CommonProductProgrammingDistributed SystemsReinforcement Learning

MuKoe is a fully open-source implementation of MuZero, running on GKE with Ray as a distributed orchestrator. It provides example scenarios for Atari games and offers an overview of its codebase through a presentation at Google Next 2024. MuKoe supports running on both CPUs and TPUs, with specific hardware requirements, making it suitable for AI research and development that demands substantial distributed computing resources.

Distributed Computing
TPU Accelerated Learning
CPU Inference
Batch TPU Inference
Ray Cluster Management

Suitable for AI research and development scenarios requiring large-scale distributed computing
such as deep learning model training and reinforcement learning algorithm implementation.

Conducting reinforcement learning research on Atari games using MuKoe
Training and inferencing deep learning models on TPUs
Performing large-scale distributed computing tasks using the Ray framework

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