terrytangyuan/distributed-ml-patterns
Distributed Machine Learning Patterns from Manning Publications by Yuan Tang https://bit.ly/2RKv8Zo
This project provides references and code for building robust and scalable machine learning systems on distributed clusters. It takes your machine learning models from a single laptop to large-scale deployments, managing everything from data ingestion and distributed training to model serving. Data scientists, data analysts, and software engineers who want to operationalize and scale their machine learning workflows will find this useful.
493 stars.
Use this if you are a data professional or engineer who needs to move machine learning models from development to production on a large, distributed scale.
Not ideal if you are solely focused on developing machine learning algorithms on a local machine and do not anticipate needing to scale them for enterprise-level operations.
Stars
493
Forks
47
Language
Python
License
Apache-2.0
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Last pushed
Jan 06, 2026
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