Towards Causal Machine Learning
Shanghai Artificial Intelligence Laboratory, 22 Sep 2021
[Slides]
Deep Dive into Structural Causal Models and Potential Outcome Models
Causal Science Summer School, China Computer Federation, 17 Aug 2021
[Slides]
Towards Causal Machine Learning
Causal Science Summer School, China Computer Federation, 15 Aug 2021
Towards Causal Machine Learning
ByteDance, 23 Jul 2021
Nonlinear Invariant Risk Minimization: A Causal Approach
ELLIS Interactive Learning and Interventional Representations Workshop, 14 Jun 2021
Dive into Structural Causal Models and Potential Outcome Models
Causal Science and Causal AI Reading Group, Swarma Campus, 21 Mar 2021
[Slides]
Nonlinear Invariant Risk Minimization: A Causal Approach
Facebook AI Research & INRIA, 17 Mar 2021
Causal Representation Learning
Machine Learning Reading Group, University of Cambridge, 10 Mar 2021
[Video]
Causal Reinforcement Learning in Healthcare and Medicine
Biostatistics Seminar Series, Peking University, 13 Jan 2021
[Slides]
Causal Reinforcement Learning: Motivation, Concepts, Challenges, and Applications
Causal Science and Causal AI Reading Group, Swarma Campus, 29 Nov 2020
[Slides]
The Agnostic Hypothesis: Machine Learning’s Achilles Heel or Midas Touch?
CBL Tea Talk, Department of Engineering, University of Cambridge, 4 May 2020
[Slides] [Blogpost]
Causal Reinforcement Learning: A Road to Artificial General Intelligence
NOKIA Bell Labs, 28 Nov 2019
[Slides] [Video]
Introduction to Causal Reinforcement Learning
[27 Feb 2019] Department of Engineering, University of Cambridge
[14 Mar 2019] Microsoft Research Cambridge
[15 Mar 2019] Amazon Research Cambridge
Causal Computer Vision
Qualcomm Research Netherlands, 7 May 2018
Video Understanding: Prediction, Generation, and Causality
Department of Empirical Inference, Max Planck Institute for Intelligent Systems, Tübingen, Germany, Jan 2017
Modelling Faces in the Wild with Gaussian Processes
2016 SIAM Conference on Uncertainty Quantification, EPFL Campus, Lausanne, Switzerland, April 2016
Gaussian Processes for Face Recognition
Workshop on Gaussian Processes for Feature Extraction, Sheffield, UK, September 18th, 2014
Gaussian Process Summer School
[Agenda] [Slides]
