~/talk

Buckle Up: How Waymo Uses Data to Create a Safer Driving Experience

Talkat ODSC AI West 2025 · 2025-10-28..10-30· [machine-learning, robotics]
links:none on file
slides:none on file

Waymo claims iterative improvement from 100+ million miles on public roads plus billions of simulated miles, serving in five cities with about a quarter‑million paid rides weekly. The production stack uses sensor fusion from five lidars six radars 29 cameras (sixth‑gen trims cameras to ~13) feeding an encoder‑decoder foundation model (sensor fusion tokens → generative action decoder) augmented by a driving VLM. Simulation vets releases across billions of miles; the Waymo Open Dataset is cited 4,000+ times and used by 53,000+ researchers.

AI-written summary · about

  1. 0:00Introduction and Waymo overview
  2. 3:38Waymo’s mission and global expansion
  3. 6:04How Waymo collects and uses sensor data
  4. 10:01Challenges of autonomous driving
  5. 11:25AI’s role in Waymo’s driving system
  6. 13:59Waymo’s foundation models for driving
  7. 16:53The four key data streams at Waymo
  8. 22:39Waymo’s open data set and challenges
  9. 26:13Real-world safety scenarios in action
  10. 30:07Waymo’s safety record and transparency
  11. 31:31Closing remarks and career opportunities
  12. 32:12Q&A session
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