~/talk

Machine Learning powered regression

Talkat GeeCON 2019 · 2019-05-15..05-17· [testing, machine-learning]
links:none on file
slides:none on file

Proposes automated full-regression by storing baseline screenshots for every sitemap URL and comparing new screenshots to detect unexpected changes, claiming orders-of-magnitude savings versus manual or brittle Selenium suites; implements a crawler that runs screenshots via BrowserStack and stitches multi-viewport captures, generates Selenium tests for hover/click states, and exposes APIs; handles 2,000 pages in ~4 hours, produces 50+ GB for huge sites, and is open-source work in progress with ML attempts to separate template vs content.

AI-written summary · about

  1. 0:00Introduction and welcome
  2. 2:44Problem with regression testing
  3. 8:06Snapshot testing approach
  4. 13:03Challenges with large projects
  5. 19:14Goal of the open-source tool
  6. 25:23Competitive advantages
  7. 28:16QA efficiency with automation
  8. 30:05Machine learning applications
  9. 37:11Future roadmap and open-source plans
  10. 45:22Q&A and closing
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