{"repo":"ContinualAI/avalanche","free":true,"listed":false,"github":"https://github.com/ContinualAI/avalanche","clone":"git clone https://github.com/ContinualAI/avalanche.git","description":"Avalanche: an End-to-End Library for Continual Learning based on PyTorch.","language":"Python","stars":2083,"topics":["continual-learning","deep-learning","pytorch","lifelong-learning","framework","benchmarks","strategies","metrics","continualai","evaluation"],"license":"MIT","category":"machine-learning","readme_excerpt":"Avalanche: an End-to-End Library for Continual Learning Avalanche Website Getting Started Examples Tutorial API Doc Paper Twitter 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. :warning: Looking for continual learning baselines ? In the CL-Baseline sibling project based on Avalanche we reproduce seminal papers results you can directly use in your experiments ! Avalanche can help Continual Learning researchers in several ways: - Write less code, prototype faster & reduce errors - Improve reproducibility, modularity and reusability - Increase code efficiency, scalability & portability - Augment impact and usability of your research products The library is organized into four main modules: - Benchmarks: 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). - Training: This module provides all the necessary utilities concerning model training. This includes simple and efficient ways of implement 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! - Evaluation: This module provides all the utili","default_branch":null,"files":null,"tree":[],"storefront":"/r/ContinualAI","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/ContinualAI/avalanche/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}