Mindmeld - An Open-source, Deep-domain Conversational AI Toolkit

Mindmeld - An Open-source, Deep-domain Conversational AI Toolkit

Linux Foundation via YouTube Direct link

Entity Recognizer detects all relevant entities in the user query

10 of 23

10 of 23

Entity Recognizer detects all relevant entities in the user query

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Classroom Contents

Mindmeld - An Open-source, Deep-domain Conversational AI Toolkit

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  1. 1 Intro
  2. 2 Conversational interfaces are the next frontier
  3. 3 Building production-quality conversational assistants is one of today's hardest Al challenges
  4. 4 Today's machine learning tools are insufficient Cloud NLP Services
  5. 5 The Mind Meld Conversational Al Platform
  6. 6 Github
  7. 7 Natural Language Processor understands the user query
  8. 8 Domain Classifier assigns the user query to a pre- defined domain
  9. 9 Intent Classifier determines the user intent
  10. 10 Entity Recognizer detects all relevant entities in the user query
  11. 11 Role Classifier assigns role labels to extracted entities
  12. 12 Entity Resolver transforms each extracted entity into its canonical form
  13. 13 Language Parser clusters extracted entities into meaningful entity groups
  14. 14 Dialogue Manager directs the flow of the conversation
  15. 15 Application Manager is the platform orchestrator
  16. 16 A sample interaction with an enterprise voice assistant
  17. 17 Domain Classification
  18. 18 Intent Classification
  19. 19 Entity Recognition
  20. 20 Role Classification
  21. 21 Language Parsing
  22. 22 Dialogue Management & Question Answering
  23. 23 Entity Resolution

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