Tutorials and Courses

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: On Machines that can Learn Continually. University of Pisa, ContinualAI and IADA open-access course, 2021.

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

• CPE884 - Aprendizado de Máquina Continuado