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