~/talk

Anomaly Detection on Remote Sensing with Ray + Horovod

Talkat Ray Summit 2021 · 2021-06-22..06-24· [machine-learning, remote-work]
links:none on file
slides:none on file

Uses a U-Net frame prediction model that ingests t−k..t−1 frames to predict frame t and flags pixels where prediction versus ground truth error exceeds a threshold as anomalies. Training runs distributed with Ray + Horovod on IBM Cloud Code Engine serverless nodes to handle terabytes of Sentinel data and volatile daily input. Pipeline needs only a Ray cluster YAML and a small modified training script. Example: NDVI anomaly pinpoints the Woolsey wildfire.

AI-written summary · about

  1. 0:00Intro
  2. 0:27Background
  3. 1:25Example
  4. 3:00Approach
  5. 4:28Challenges
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