Renate

Library for automatic retraining and continual learning (by awslabs)

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  • Renate: A Library for Real-World Continual Learning
    1 project | /r/BotNews | 25 Apr 2023
    Continual learning enables the incremental training of machine learning models on non-stationary data streams.While academic interest in the topic is high, there is little indication of the use of state-of-the-art continual learning algorithms in practical machine learning deployment. This paper presents Renate, a continual learning library designed to build real-world updating pipelines for PyTorch models. We discuss requirements for the use of continual learning algorithms in practice, from which we derive design principles for Renate. We give a high-level description of the library components and interfaces. Finally, we showcase the strengths of the library by presenting experimental results. Renate may be found at https://github.com/awslabs/renate.

Stats

Basic Renate repo stats
1
264
8.6
3 months ago

awslabs/Renate is an open source project licensed under Apache License 2.0 which is an OSI approved license.

The primary programming language of Renate is Python.


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