online-ml/awesome-online-machine-learning

:bookmark_tabs: Online machine learning resources

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Emerging

This is a comprehensive collection of resources for machine learning practitioners interested in building systems that learn continuously from data as it arrives, rather than in batches. It provides access to courses, books, blog posts, and specialized software for modeling and deploying 'online' machine learning solutions. Data scientists, machine learning engineers, and researchers can use this to find tools and knowledge to implement real-time predictions and adaptive models.

606 stars. No commits in the last 6 months.

Use this if you need to build or understand machine learning models that can update continuously as new data streams in, such as for real-time recommendations, fraud detection, or anomaly detection.

Not ideal if you are looking for traditional batch machine learning resources or a simple, plug-and-play solution without understanding the underlying concepts of online learning.

real-time analytics streaming data adaptive models continuous learning predictive modeling
Stale 6m No Package No Dependents
Maintenance 0 / 25
Adoption 10 / 25
Maturity 16 / 25
Community 19 / 25

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606

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CC0-1.0

Last pushed

Sep 07, 2024

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