~/talk

AI vs Climate Change: Insights from the Cutting Edge

Talkat Google I/O 2019 · 2019-05-07..05-09· [machine-learning]
links:none on file
slides:none on file

DeepMind applies reinforcement learning and neural nets to real systems and reports concrete wins: 30% reduction in CPU wake‑ups on Android Pie that extends Pixel battery life, a cloud model using ~2,500 sensor inputs and ~20 control actions that achieves a 40% reduction in data center cooling energy via safe autonomous control, and a wind portfolio forecaster that makes ~700 MW of capacity 20% more valuable by improving 36‑hour production predictions.

AI-written summary · about

  1. 0:00Introduction
  2. 2:20The Atari Challenge
  3. 6:24AlphaGo Zero
  4. 10:21Our Purpose
  5. 11:01Challenge of Climate Change
  6. 13:28Consumer AI
  7. 15:42Google Data Centers
  8. 18:35Initial Results
  9. 19:39Lessons Learned
  10. 20:45Safety First Automation
  11. 22:42Performance Improvement
  12. 23:07Data Center Engineers
  13. 23:24Wind Energy
  14. 25:05How it works
  15. 26:39Summary
  16. 27:44Closing Thoughts
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