~/talk

NLP or How to Connect Thousands of Users to Data

TalkinRussianat Big Data Days 2021 · 2021-09-28..09-30· [machine-learning]
links:none on file
slides:none on file

Presentation explores using NLP to connect thousands of users to data by building natural-language access to datasets and analytics. It covers technologies and approaches for turning user queries into data queries (NLP pipelines, intent/entity extraction, query generation) so nontechnical users can retrieve and analyze data at scale.

AI-written summary · about

  1. 0:00NLP and data access
  2. 3:04Thousands of users to data
  3. 6:42Text interface origins
  4. 10:17Natural language principles
  5. 12:03ML vs grammars
  6. 15:13First prototypes
  7. 16:39Grammar engine flexibility
  8. 18:24Handling typos synonyms
  9. 20:52Service architecture integration
  10. 22:36ML for intent recognition
  11. 24:43Adoption results accuracy
  12. 26:48Telegram demo
  13. 33:01Use cases and benefits
  14. 37:12Grammars beat ML
  15. 38:15Q&A: BI tools
  16. 40:47Q&A: build vs buy
  17. 43:11Q&A: limitations
  18. 47:58Conclusion
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