Graph Convolutional Networks (GCN) | GNN Paper Explained

❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ In this video I do a deep dive into the graph convolutional networks paper! It's currently the most cited paper in the GNN literature at the time of making this video. You'll learn about: ✔️ All the nitty-gritty details behind GCN ✔️ 3 different perspectives (spectral, WL, MPNN) ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ ✅ GCN paper: https://arxiv.org/abs/1609.02907 ✅ T.Kipf's awesome website: https://tkipf.github.io/graph-convolutional-networks/ ✅ M.Bronstein's blog on GNN depth: https://towardsdatascience.com/do-we-need-deep-graph-neural-networks-be62d3ec5c59 ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ ⌚️ Timetable: 00:00 Intro to GCNs 01:00 Graph Laplacian regularization methods 06:00 GCN method (in-depth explanation) 12:40 Vectorized form explanation 17:05 Spectral methods (the motivation behind GCNs) 29:20 Visualizing GCN hidden features (t-SNE) 30:17 Explanation of semi-supervised learning process 32:07 Graph embedding methods, results 34:12 Different variations of GCN 36:30 Speed benchmarking & limitations 39:30 Weisfeiler-Lehman perspective (GCN vs GIN) 44:25 GAT perspective, consequences of WL 46:45 GNN depth ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ 💰 BECOME A PATREON OF THE AI EPIPHANY ❤️ If these videos, GitHub projects, and blogs help you, consider helping me out by supporting me on Patreon! The AI Epiphany ► https://www.patreon.com/theaiepiphany One-time donation: https://www.paypal.com/paypalme/theaiepiphany Much love! ❤️ ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ 💡 The AI Epiphany is a channel dedicated to simplifying the field of AI using creative visualizations and in general, a stronger focus on geometrical and visual intuition, rather than the algebraic and numerical "intuition". ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ 👋 CONNECT WITH ME ON SOCIAL LinkedIn ► https://www.linkedin.com/in/aleksagordic/ Twitter ► https://twitter.com/gordic_aleksa Instagram ► https://www.instagram.com/aiepiphany/ Facebook ► https://www.facebook.com/aiepiphany/ 👨‍👩‍👧‍👦 JOIN OUR DISCORD COMMUNITY: Discord ► https://discord.gg/peBrCpheKE 📢 SUBSCRIBE TO MY MONTHLY AI NEWSLETTER: Substack ► https://aiepiphany.substack.com/ 💻 FOLLOW ME ON GITHUB FOR COOL PROJECTS: GitHub ► https://github.com/gordicaleksa 📚 FOLLOW ME ON MEDIUM: Medium ► https://gordicaleksa.medium.com/ ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ #graphconvolutionalnetwork #graphs #deeplearning