ETA Prediction with Graph Neural Networks in Google Maps | Paper Explained
π¨βπ©βπ§βπ¦ JOIN OUR DISCORD COMMUNITY: Discord βΊ https://discord.gg/peBrCpheKE π’ SUBSCRIBE TO MY MONTHLY AI NEWSLETTER: Substack βΊ https://aiepiphany.substack.com/ β€οΈ Become The AI Epiphany Patreon β€οΈ βΊ https://www.patreon.com/theaiepiphany In this video I cover the "ETA Prediction with Graph Neural Networks in Google Maps" paper. An awesome new real-world application of GNNs! β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬ β Paper: https://arxiv.org/abs/2108.11482 β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬ βοΈ Timetable: 00:00 Intro - GNNs in production 02:40 How graphs are formed 05:30 Graph features 07:10 GNN explained (DeepMind GN) 12:40 Different horizons 14:30 Loss functions 18:45 Reducing the variance 21:50 ETA baselines explained 25:30 How does the inference work 28:20 Offline results 30:45 Ablations and experiments 37:30 Outro, engineering β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬ π° BECOME A PATREON OF THE AI EPIPHANY β€οΈ If these videos, GitHub projects, and blogs help you, consider helping me out by supporting me on Patreon! The AI Epiphany βΊ https://www.patreon.com/theaiepiphany One-time donation: https://www.paypal.com/paypalme/theaiepiphany Much love! β€οΈ Huge thank you to these AI Epiphany patreons: Eli Mahler Petar VeliΔkoviΔ BartΕomiej Danek Zvonimir Sabljic β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬ π‘ 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". β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬ π CONNECT WITH ME ON SOCIAL LinkedIn βΊ https://www.linkedin.com/in/aleksagordic/ Twitter βΊ https://twitter.com/gordic_aleksa Instagram βΊ https://www.instagram.com/aiepiphany/ Facebook βΊ https://www.facebook.com/aiepiphany/ π¨βπ©βπ§βπ¦ JOIN OUR DISCORD COMMUNITY: Discord βΊ https://discord.gg/peBrCpheKE π’ SUBSCRIBE TO MY MONTHLY AI NEWSLETTER: Substack βΊ https://aiepiphany.substack.com/ π» FOLLOW ME ON GITHUB FOR ML PROJECTS: GitHub βΊ https://github.com/gordicaleksa π FOLLOW ME ON MEDIUM: Medium βΊ https://gordicaleksa.medium.com/ β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬ #googlemaps #gnns #graphml
