Uploaded September 2021 | Updated September 2026, 1 week ago
π¨βπ©βπ§βπ¦ JOIN OUR DISCORD COMMUNITY:
Discord βΊ discord.gg/peBrCpheKE
π’ SUBSCRIBE TO MY MONTHLY AI NEWSLETTER:
Substack βΊ aiepiphany.substack.com
β€οΈ Become The AI Epiphany Patreon β€οΈ βΊ 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: 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 patreon.com/theaiepiphany
One-time donation:
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 linkedin.com/in/aleksagordic
Twitter βΊ twitter.com/gordic_aleksa
Instagram βΊ instagram.com/aiepiphany
Facebook βΊ facebook.com/aiepiphany
π¨βπ©βπ§βπ¦ JOIN OUR DISCORD COMMUNITY:
Discord βΊ discord.gg/peBrCpheKE
π’ SUBSCRIBE TO MY MONTHLY AI NEWSLETTER:
Substack βΊ aiepiphany.substack.com
π» FOLLOW ME ON GITHUB FOR ML PROJECTS:
GitHub βΊ github.com/gordicaleksa
π FOLLOW ME ON MEDIUM:
Medium βΊ 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
π¨βπ©βπ§βπ¦ JOIN OUR DISCORD COMMUNITY:
Discord βΊ discord.gg/peBrCpheKE
π’ SUBSCRIBE TO MY MONTHLY AI NEWSLETTER:
Substack βΊ aiepiphany.substack.com
β€οΈ Become The AI Epiphany Patreon β€οΈ βΊ 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: 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 patreon.com/theaiepiphany
One-time donation:
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 linkedin.com/in/aleksagordic
Twitter βΊ twitter.com/gordic_aleksa
Instagram βΊ instagram.com/aiepiphany
Facebook βΊ facebook.com/aiepiphany
π¨βπ©βπ§βπ¦ JOIN OUR DISCORD COMMUNITY:
Discord βΊ discord.gg/peBrCpheKE
π’ SUBSCRIBE TO MY MONTHLY AI NEWSLETTER:
Substack βΊ aiepiphany.substack.com
π» FOLLOW ME ON GITHUB FOR ML PROJECTS:
GitHub βΊ github.com/gordicaleksa
π FOLLOW ME ON MEDIUM:
Medium βΊ 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
