~/talk

Let’s program to fight the impacts of climate change!

Talkat PyData Seattle 2023 · on Thursday, 2023-04-27· at 14:45· Kodiak Theatre· [machine-learning]
links:none on file
slides:none on file

Claims concrete numbers: training a GPT‑3–scale model uses ~1,287 MW and produced ~552 tons CO2, and ChatGPT emits ~23.04 kg CO2 per day; shows tools and demos that produce measurable outputs: Carbon Aware SDK, codecarbon, and cloud‑carbon‑footprint run as a local web API and Python tracker. Live demo runs a CNN and returns watts and metric tons, cloud dashboard totals months of VM emissions, and the tools reliably estimate hardware, region, and time‑shifted savings.

AI-written summary · about

  1. 0:00Climate-focused programming
  2. 2:27Why climate change matters
  3. 4:34Energy in cloud computing
  4. 6:27Carbon awareness in software
  5. 7:52Measuring carbon intensity
  6. 9:17AI carbon footprint
  7. 11:03Carbon-aware SDK
  8. 13:17Demo: carbon-aware SDK
  9. 16:44Co2-carbon for hardware
  10. 18:31Demo: Co2-carbon tracking
  11. 20:41Cloud carbon calculator
  12. 22:04Demo: cloud carbon tool
  13. 25:42Key takeaways
  14. 27:45Support and resources
  15. 28:26Q&A
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