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Graph Attention Networks (GAT) | GNN Paper Explained 4 года назад


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Graph Attention Networks (GAT) | GNN Paper Explained

❤️ Become The AI Epiphany Patreon ❤️ ►   / theaiepiphany   ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ In this video, I do a deep dive into the graph attention network paper! GATs have a lot in common with transformers a reason more to keep an eye out for them! You'll learn about: ✔️ Basic graph theory ✔️ All the nitty-gritty details behind GAT ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ ✅ GAT website: https://petar-v.com/GAT/ ✅ GAT paper: https://arxiv.org/abs/1710.10903 ✅ M. Bronstein's blog: https://towardsdatascience.com/do-we-... ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ ⌚️ Timetable: 00:00 - A note on geometric deep learning 00:50 - Graph theory basics 08:35 - Intro to GATs (related work) 10:15 - A detailed explanation of the method 16:20 - A multi-head version of the GAT 19:05 - Visualizations, spatial pooling, GNN depth 21:20 - A recap of GAT properties 23:35 - Receptive field of spatial GNNs 24:35 - Datasets, transductive vs inductive learning 30:35 - Results on transductive/inductive benchmarks 35:30 - Representations visualization (t-SNE) ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ 💰 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 ►   / theaiepiphany   One-time donation: https://www.paypal.com/paypalme/theai... 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 ►   / aleksagordic   Twitter ►   / gordic_aleksa   Instagram ►   / aiepiphany   Facebook ►   / aiepiphany   👨‍👩‍👧‍👦 JOIN OUR DISCORD COMMUNITY: Discord ►   / discord   📢 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 ►   / gordicaleksa   ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ #graphs #attention #deeplearning

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