https://geometricdeeplearning.com/lectures/ Geometric Deep Learning --------------------------------------------------------------------- Grids, Groups, Graphs, Geodesics, and Gauges --------------------------------------------------------------------- Michael M. Bronstein, Joan Bruna, Taco Cohen, Petar Velickovic --------------------------------------------------------------------- * Read the paper * Read the blog post * Watch the ICLR'21 keynote * Watch the Erlangen keynote * Follow the Lectures (AMMI 2021) * Contact the authors GDL Course As part of the African Master's in Machine Intelligence (AMMI 2021), we have delivered a course on Geometric Deep Learing (GDL100), which closely follows the contents of our GDL proto-book. We make all materials and artefacts from this course publicly available, as companion material for our proto-book, as well as a way to dive deeper into some of the contents for future iterations of the book. All lecture recordings Lecture 1: Introduction Michael M. Recording Slides Bronstein Lecture 2: High-Dimensional Joan Bruna Recording Slides Learning Lecture 3: Geometric Priors I Taco Cohen Recording Slides Lecture 4: Geometric Priors II Joan Bruna Recording Slides Lecture 5: Graphs & Sets I Petar Velickovic Recording Slides Lecture 6: Graphs & Sets II Petar Velickovic Recording Slides Lecture 7: Grids Joan Bruna Recording Slides Lecture 8: Groups Taco Cohen Recording Slides Lecture 9: Geodesics & Manifolds Michael M. Recording Slides Bronstein Lecture 10: Gauges Taco Cohen Recording Slides Lecture 11: Sequences & Time Petar Velickovic Recording Slides Warping Lecture 12: Conclusions Michael M. Recording Slides Bronstein Tutorial 1: Graph Neural Pim de Haan, Nikola Recording Colab Networks Jovanovic Tutorial 2: Group Equivariant Gabriele Cesa Recording Colab Neural Networks Seminar 1: Geometric Deep Learning and Elise Reinforcement Learning van der Recording Slides Pol Pim de Slides ( Seminar 2: Natural Graph Networks Haan Recording coming soon!) Seminar 3: General E(2)-Equivariant Gabriele Slides ( Steerable CNNs Cesa Recording coming soon!) Seminar 4: Weisfeiler and Lehman go Fabrizio Recording ( Topological: Message Passing Frasca coming soon Slides Simplicial Networks !) (c) 2021 Petar Velickovic. All rights reserved. Based on the jekyll-uno theme by Josh Gerdes.