Programme (PDF version)

Lecturers

Borja Balle (Amazon Research Cambridge)


Spectral algorithms for automata learning


Slides


Video (part I)


Video (part II)

Richard Evans (DeepMind)


Inductive logic programming and deep learning


Material (zipped folder includes slides and videos)


Video (part I)


Video (part II)

Hado van Hasselt (DeepMind)


Reinforcement learning


Video (part I)


Video (part II)

Nina Gierasimczuk (Technical University of Denmark)


Learning and epistemic modal logic


Slides (part I)


Slides (part II)


Video (part I)


Video (part II)

Guy Katz (Stanford University and Hebrew University of Jerusalem)


Verification of machine learning programs


Slides


Video (part I)


Video (part II)

Jan Křetínský (Technical University of Munich)


Learning for verification


Slides


Annotated slides


Video (part I)


Video (part II)

Stephen H. Muggleton (Imperial College London)


Inductive logic programming


Zip folder containing slides and papers


Video (part I)


Video (part II)

Doina Precup (McGill University and DeepMind)


Reinforcement learning


Slides (part I)


Slides (part II)


Video (part I)


Video (part II)

Dan Roy (University of Toronto)


Bayesian learning


Slides


Video (part I)


Video (part II)

James Worrell (University of Oxford)


Computational learning theory


Slides


Lecture notes


Video (part I)


Video (part II)