PyTorch implementation of various methods for continual learning (XdG, EWC, online EWC, SI, LwF, DGR, DGR+distill, RtF, iCaRL).

✅ ✅ ✅ A massive repo filled with notes on everything from coding to philosophy to psychology to marketing to product

Evaluate three types of task shifting with popular continual learning algorithms.

VOSK Speech Recognition Toolkit

PyTorch implementation of "Mnemonics Training: Multi-Class Incremental Learning without Forgetting"

A collection of incremental learning paper implementations.

CVPR 2020 Continual Learning Challenge - Submit your CL algorithm today!

A clean and simple library for Continual Learning

1'st Place approach for CVPR 2020 Continual Learning Challenge

A pytorch compatible data loader to create sequence of tasks for Continual Learning

ContinualAI official website

Implementation of "Episodic Memory in Lifelong Language Learning"(NeurIPS 2019) in Pytorch

Steven C. Y. Hung, Cheng-Hao Tu, Cheng-En Wu, Chien-Hung Chen, Yi-Ming Chan, and Chu-Song Chen, "Compacting, Picking and Growing for Unforgetting Continual Learning," Thirty-third Conference on Neural Information Processing Systems, NeurIPS 2019

A PyTorch implementation of the ECCV 2018 publication "Memory Aware Synapses: Learning what (not) to forget"

lifelong learning: record and analysis of my knowledge structure

A PyTorch implementation of the CVPR 2017 publication "Expert Gate: Lifelong Learning with a Network of Experts"

Towards increasing stability of neural networks for continual learning: https://arxiv.org/abs/2006.06958.pdf

Steven C. Y. Hung, Jia-Hong Lee, Timmy S. T. Wan, Chein-Hung Chen, Yi-Ming Chan and Chu-Song Chen. "Increasingly Packing Multiple Facial-Informatics Modules in A Unified Deep-Learning Model via Lifelong Learning" 2019 ACM on International Conference on Multimedia Retrieval

AR1* with Latent Replay, implemented in PyTorch

AI Physicist, a paradigm with algorithms for learning theories from data, by Wu and Tegmark (2019)

"The Unreasonable Effectiveness of Sparse Dynamic Synapses for Continual Learning" paper project.

Normalization Matters in Zero-Shot Learning

Neural Topic Modeling with Continual Lifelong Learning (ICML 2020)

Keras-based framework for implementing continual learning methods.

Code for "Evolving Inborn Knowledge For Fast Adaptation in Dynamic POMDP Problems"

Lifelong learning research repo on data + storytelling + design

Paper Reviews for CSE-704: Practical Techniques in Deep Learning

Notes for my lifelong learning

Holistic Living And Learning Resources