This is the Linux app named Avalanche whose latest release can be downloaded as v0.4.0.zip. It can be run online in the free hosting provider OnWorks for workstations.
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Avalanche
DESCRIPTION
Avalanche is an end-to-end Continual Learning library based on Pytorch, born within ContinualAI with the unique goal of providing a shared and collaborative open-source (MIT licensed) codebase for fast prototyping, training and reproducible evaluation of continual learning algorithms. Avalanche can help Continual Learning researchers in several ways. This module maintains a uniform API for data handling: mostly generating a stream of data from one or more datasets. It contains all the major CL benchmarks (similar to what has been done for torchvision). Provides all the necessary utilities concerning model training. This includes simple and efficient ways of implementing new continual learning strategies as well as a set of pre-implemented CL baselines and state-of-the-art algorithms you will be able to use for comparison! Avalanche the first experiment of an End-to-end Library for reproducible continual learning research & development where you can find benchmarks, algorithms, etc.
Features
- Write less code, prototype faster & reduce errors
- Improve reproducibility
- Improve modularity and reusability
- Increase code efficiency, scalability & portability
- Augment impact and usability of your research products
- This module maintains a uniform API for data handling
Programming Language
Python
Categories
This is an application that can also be fetched from https://sourceforge.net/projects/avalanche.mirror/. It has been hosted in OnWorks in order to be run online in an easiest way from one of our free Operative Systems.
