Outline

  • Introduction
  • Background Knowledge
    • Neural Network Basics
    • Reinforcement Learning
  • Deep Learning Based Dialogue System
    • Spoken/Natural Language Understanding (SLU/NLU)
    • Dialogue Management
      • Dialogue State Tracking (DST)
      • Dialogue Policy Optimization
    • Natural Language Generation (NLG)
  • Evaluation
  • Recent Trends on Learning Dialogues
    • End-to-End Neural Dialogue System
    • Multimodality
    • Dialogue Breath
    • Dialogue Depth
  • Challenges and Conclusion