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Watson and the Cognitive Developer

Talkat Devoxx US 2017 · 2017-03-21..03-23· [machine-learning, java]
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A live Enterprise Java candidate-adviser called Esaki runs on Bluemix, calling Alchemy Language (custom model from Watson Knowledge Studio), Conversation, Document Conversion and Cloudant; resumes go through Document Conversion then Alchemy for entity extraction, TF‑IDF and custom-dictionary scoring produce ranked job matches. The pilot is live on IBM.com careers, collects interactions for weekly retraining and JUnit tests, and is production-ready but still misclassifies some intents during early three-week usage while the team tweaks annotations and context handling.

AI-written summary · about

  1. 0:00Start
  2. 9:46Architecture
  3. 12:19Use Annotations to enhance response
  4. 15:01Context points to Candidate Object
  5. 15:54Off Topic intent is a reality in cognitive apps
  6. 16:46Calculating scores to match jobs & job categories
  7. 20:43Enriched Candidate object
  8. 21:48Enriched Jobs Object
  9. 22:26Calling AlchemyAPI....
  10. 22:57Custom Entities in Watson Knowledge Studio
  11. 23:28Pre-Annotation with Custom Dictionaries
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