Tutorials

• ​Continual Learning with Neural NetworksTutorial @ INNS Big Data and Deep Learning 2019 [German I. Parisi and Vincenzo Lomonaco]

• ​Never-Ending LearningTutorial @ ICML 2019 [Tom Mitchell, Partha Talukdar]

• ​Lifelong Machine Learning and Computer Reading the WebTutorial @ KDD-2016 [Zhiyuan Chen, Estevam Hruschka and Bing Liu]

• ​Lifelong Machine Learning TutorialTutorial @ IJCAI-2015 [Zhiyuan Chen and Bing Liu]

• ​ContinualAI/Colab NotebooksCheck the readme for a brief guide on how to run the notebooks or use the links below for a non-interactive version:

  • ​[Notebook] Open-Source Frameworks for Deep Learning: an Overview​

  • ​[Notebook] A Gentle Introduction to Continual Learning in PyTorch​

  • ​[Notebook] A simple Example of Continual Learning with Generative Replay​

Courses

• ​Continual Learning: Towards Broad AI Course @ Mila [Instructor: Irina Rish; Teaching Assistants: Mojtaba Faramarzi and Touraj Laleh]

• ​CPE884 - Aprendizado de Máquina Continuado​