Being Deep and Being Dynamic: New-Generation Models and Methodology for Advancing Speech Technology
- Li Deng
Keynote at Odyssey Speaker/Language Recognition Workshop Singapore |
Outline
Deep Learning
- A quick Tutorial (RBM, DBN, DNN-HMM, DCN)
- A brief history on how speech industry started exploring deep learning with success stories (replacing GMM so far)
Dynamic Models and Learning
- DBN*, HDM, HTM, segment models, etc.
- A longer history and a critical review
Connecting the Dots
- Linguistic hierarchy in dynamic human speech
- Exploiting hierarchical dynamics in deep learning framework