~/talk

The Robot as Consumer and Source of ML Data

TalkinRussianat RPA Moscow 2021 · 2021-04-13..04-15· [machine-learning, ai-assisted-development]
links:none on file
slides:none on file

Discussion of using software robots both as consumers and generators of machine-learning data within RPA solutions, focusing on integrating robotic process automation with ML workflows. Covers technologies for feeding robots with ML outputs and collecting labeled data from robot interactions to improve models, and approaches to embed ML into business process automation.

AI-written summary · about

  1. 0:00Introduction
  2. 1:48RPA vs traditional automation
  3. 3:13Simple to hyperautomation
  4. 8:12Four ML data workflow stages
  5. 12:16Data collection sources
  6. 15:04ML model selection
  7. 17:33Applying ML in business
  8. 19:52ML and RPA for payments
  9. 22:30Real-time review analysis
  10. 23:45Automating requests
  11. 25:11Product catalogs
  12. 27:39Price forecasting
  13. 29:09Monitoring open data
  14. 31:01Pix RPA training
  15. 32:28Q&A: Payment accuracy
  16. 34:03Q&A: Office tech use
  17. 35:52Q&A: Software resources
  18. 38:53Q&A: Model training
  19. 41:07Summary
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