~/talk

COVIDcast: An ecosystem for COVID-19 tracking and forecasting

Talkat AWS Machine Learning Summit 2021 · on Wednesday, 2021-06-02· [data-science, machine-learning]
links:none on file
slides:none on file

An open COVIDcast Indicator Database ingests partner data from Facebook surveys, Change Healthcare claims, Quidel antigen tests, Google searches and JHU/USAFacts, produces ~70 real‑time indicators, and serves them daily via an HTTP API with R and Python clients. A historical database records revision tracking so backfilled claims change signals substantially; surveys collect about 50,000 responses per day (20M+ total). Interactive maps and forecasting/nowcasting tools exist; hospitalization signals from claims are unique and usable for modeling.

AI-written summary · about

  1. 0:00Start
  2. 0:46The Delphi Group
  3. 6:04Data Floor
  4. 9:10Describe the Api
  5. 10:33R and Python Packages
  6. 11:10Python Github
  7. 12:03Examples
  8. 25:59Lessons Learned
  9. 31:24Taking Risks
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