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Top 5 machine-learning-engineering Open-Source Projects
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Kedro
Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create data engineering and data science pipelines that are reproducible, maintainable, and modular.
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InfluxDB
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.
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MLOps-Specialization-Notes
Notes for Machine Learning Engineering for Production (MLOps) Specialization course by DeepLearning.AI & Andrew Ng
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
Interesting, thanks for sharing. I'll definitely take a look, although at this point I am so comfortable with Snakemake, it is a bit hard to imagine what would convince me to move to another tool. But I like the idea of composable pipelines: I am building a tool (too early to share) that would allow to lay Snakemake pipelines on top of each other using semi-automatic data annotations similar to how it is done in kedro (https://github.com/kedro-org/kedro).
Lots of good projects on https://github.com/kelvins/awesome-mlops too
Project mention: Frouros: An open-source Python library for drift detection in machine learning | news.ycombinator.com | 2024-04-06
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MLOps-Specialization-Notes: NEW Courses - star count:203.0
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MLOps-Specialization-Notes: NEW Courses - star count:203.0
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MLOps-Specialization-Notes: NEW Courses - star count:203.0
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MLOps-Specialization-Notes: NEW Courses - star count:203.0
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A note from our sponsor - InfluxDB
www.influxdata.com | 16 May 2024
Index
What are some of the best open-source machine-learning-engineering projects? This list will help you:
Project | Stars | |
---|---|---|
1 | Kedro | 9,383 |
2 | awesome-mlops | 3,600 |
3 | MLOps-Specialization-Notes | 338 |
4 | frouros | 162 |
5 | xvc | 22 |
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