Tutorials and Courses

Tutorials

• Continual Learning with Neural Networks

  Tutorial @ INNS Big Data and Deep Learning 2019 [German I. Parisi and Vincenzo Lomonaco]
• Never-Ending Learning

  Tutorial @ ICML 2019 [Tom Mitchell, Partha Talukdar]
• Lifelong Machine Learning and Computer Reading the Web

  Tutorial @ KDD-2016 [Zhiyuan Chen, Estevam Hruschka and Bing Liu]
• Lifelong Machine Learning Tutorial

  Tutorial @ IJCAI-2015 [Zhiyuan Chen and Bing Liu]
• ContinualAI/Colab Notebooks

  Check 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