"No one is harder on a talented person than the person themselves" - Linda Wilkinson ; "Trust your guts and don't follow the herd" ; "Validate direction not destination" ;

February 23, 2020

ML Design Perspectives - Code / Infra - Video Analytics

Performance
  • Capture Model Execution Time
  • Running Parallel instances of models
  • Validating Max frames per second support
  • Logging Results in DB, Designing for reports
  • Real-time notifications vs Batch Reports based design
  • Having sufficient cloud / inhouse infra, Running beta tests real-time
Debugging
  • Logging between API calls and Model Execution
  • Infra to capture true positives / false positives to act accordingly
Keep Thinking!!!


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