ETA Prediction with Graph Neural Networks in Google Maps | Paper Explained

👨‍👩‍👧‍👦 JOIN OUR DISCORD COMMUNITY: Discord ► 📢 SUBSCRIBE TO MY MONTHLY AI NEWSLETTER: Substack ► ❤️ Become The AI Epiphany Patreon ❤️ ► In this video I cover the “ETA Prediction with Graph Neural Networks in Google Maps“ paper. An awesome new real-world application of GNNs! ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ ✅ Paper: ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ ⌚️ 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 ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ 💰 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 ► htt