~/talk

Keynote: Anyscale Product Demo

Talkat Ray Summit 2020 · on Wednesday, 2020-09-30· at 09:30· Virtual, Virtual· [machine-learning, distributed-systems]
links:none on file
slides:none on file

Demo builds a movie recommender end-to-end: color-palette KNN search with FAISS and a BERT-based plot model fine-tuned via Ray Tune, then deployed with Ray Serve on AnyScale across GCP and AWS. Code runs locally, scales to hundreds of cores (demo hits ~180 cores) and GPU nodes (shown as Tesla T4s), uses auto sync to keep code in sync, exposes a retrainer actor that yields a new logistic ranker at ~87% accuracy and rolls it out with zero downtime.

AI-written summary · about

  1. 0:00Start
  2. 5:55Extract Color Palettes
  3. 8:10Progress Bar Utility
  4. 9:25Auto Sync
  5. 10:11Ray Dashboard
  6. 12:15Recap
  7. 12:50Deep Learning Model
  8. 14:44Ecosystem Integration
  9. 24:25Production Monitoring
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