Renate Alternatives
Similar projects and alternatives to Renate based on common topics and language
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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zamba
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nni
An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
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sagemaker-python-sdk
A library for training and deploying machine learning models on Amazon SageMaker
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Renate: A Library for Real-World Continual Learning
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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