mlops topic

List mlops repositories

deeplake

8.1k
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Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, & visualize any AI data. Stream data in real-time to PyTorch/TensorFlow. https://activeloop....

bodywork-core

434
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22
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ML pipeline orchestration and model deployments on Kubernetes.

zenml

4.0k
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430
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ZenML πŸ™: The bridge between ML and Ops. https://zenml.io.

envd

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156
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πŸ•οΈ Reproducible development environment

around-dataengineering

1.1k
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227
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A Data Engineering & Machine Learning Knowledge Hub

BentoML

8.3k
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891
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8.3k
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The easiest way to serve AI apps and models - Build Model Inference APIs, Job queues, LLM apps, Multi-model pipelines, and more!

feast

5.3k
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944
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The Open Source Feature Store for Machine Learning

serve

4.0k
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814
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Serve, optimize and scale PyTorch models in production

evidently

5.2k
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578
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Evidently is ​​an open-source ML and LLM observability framework. Evaluate, test, and monitor any AI-powered system or data pipeline. From tabular data to Gen AI. 100+ metrics.

deepchecks

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Deepchecks: Tests for Continuous Validation of ML Models & Data. Deepchecks is a holistic open-source solution for all of your AI & ML validation needs, enabling to thoroughly test your data and model...