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A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning
mlops
ml-ops
awesome
data-mining
awesome-list
deep-learning
ml-operations
production-ml
explainability
large-scale-ml
responsible-ai
interpretability
machine-learning
privacy-preserving
privacy-preserving-ml
machine-learning-operations
production-machine-learning
large-scale-machine-learning
privacy-preserving-machine-learning
Created
2018-08-15
796 commits to master branch, last one about a month ago
Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines
Created
2018-06-29
16,781 commits to main branch, last one 11 hours ago
A curated list of articles that cover the software engineering best practices for building machine learning applications.
Created
2020-01-29
137 commits to master branch, last one 2 years ago
An open-source ML pipeline development platform
Created
2022-04-19
1,068 commits to main branch, last one about a month ago
Fire up your models with the flame 🔥
Created
2018-09-27
389 commits to master branch, last one 6 months ago
Azure Databricks MLOps sample for Python based source code using MLflow without using MLflow Project.
Created
2021-01-29
109 commits to main branch, last one about a year ago
The DBT of ML, as Aligned describes data dependencies in ML systems, and reduce technical data debt
Created
2022-04-27
403 commits to main branch, last one 5 days ago
Efficient streaming data ingestion, transformation & activation
Created
2023-01-05
180 commits to main branch, last one about a year ago