~/talk

AI Owes its Rebirth to Open Source and the Cloud

Talkat Open Source Leadership Summit 2018 · on Wednesday, 2018-03-07· at 09:00· Pavilion Theater· [machine-learning]
slides:none on file

Argues that open source plus cloud enabled practical AI by showing deployed examples: Rolls‑Royce streams engine telemetry to predict failures and tweak fuel use (airlines spend ~40% of revenue on fuel; avoiding on‑airport part delays saves ~ $1M/day), and a diagnostic pipeline trains on 112,000 chest images (30,000 patients, 14 labels) using DenseNet‑121 with PyTorch and Keras on Azure deep‑learning VMs, publishes code on GitHub and exports models via ONNX for runtime deployment.

AI-written summary · about

  1. 0:00Intro
  2. 2:06Diagnostic X
  3. 4:12LinkedIn
  4. 4:40Whats powering this trend
  5. 8:02Open Source in ML
  6. 9:53Why Open Source
  7. 11:31Data Science Tools
  8. 12:24Data Science Languages
  9. 13:06Community
  10. 14:17Open Source Architecture
  11. 16:38The Rise of AI ML
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