(1) Acoustic Word Embeddings for Low Resource Speech Processing with Herman Kamper - TWiML Talk #191 - YouTube
Excerpt
In this episode of our Deep Learning Indaba Series, we’re joined by Herman Kamper, Lecturer in the electrical and electronics engineering department at Stell…
[
Introduction
0:00
](https://www.youtube.com/watch?v=ZqBd0pClFXc&t=0s)[
Hermans background
3:45
](https://www.youtube.com/watch?v=ZqBd0pClFXc&t=225s)[
TTI Chicago
4:52
](https://www.youtube.com/watch?v=ZqBd0pClFXc&t=292s)[
Low Resource Speech Processing
5:48
](https://www.youtube.com/watch?v=ZqBd0pClFXc&t=348s)[
Let a Model Learn
11:46
](https://www.youtube.com/watch?v=ZqBd0pClFXc&t=706s)[
Cognitive Science
14:21
](https://www.youtube.com/watch?v=ZqBd0pClFXc&t=861s)[
Zero Resource Speech Recognition
17:55
](https://www.youtube.com/watch?v=ZqBd0pClFXc&t=1075s)[
Recap
21:46
](https://www.youtube.com/watch?v=ZqBd0pClFXc&t=1306s)[
Window sizing
24:36
](https://www.youtube.com/watch?v=ZqBd0pClFXc&t=1476s)[
Language optimization
28:02
](https://www.youtube.com/watch?v=ZqBd0pClFXc&t=1682s)[
Code switching
33:15
](https://www.youtube.com/watch?v=ZqBd0pClFXc&t=1995s)[
Representing phonemes
34:38
](https://www.youtube.com/watch?v=ZqBd0pClFXc&t=2078s)[
Our approach
38:38
](https://www.youtube.com/watch?v=ZqBd0pClFXc&t=2318s)[
Why is this useful
40:17
](https://www.youtube.com/watch?v=ZqBd0pClFXc&t=2417s)[
Acoustic word embeddings
42:48
](https://www.youtube.com/watch?v=ZqBd0pClFXc&t=2568s)[
Optimizing the embedding space
45:44
](https://www.youtube.com/watch?v=ZqBd0pClFXc&t=2744s)[
clustering within the embedding space
46:47
](https://www.youtube.com/watch?v=ZqBd0pClFXc&t=2807s)[
word boundaries
49:42
](https://www.youtube.com/watch?v=ZqBd0pClFXc&t=2982s)[
score
51:33
](https://www.youtube.com/watch?v=ZqBd0pClFXc&t=3093s)[
Gibbs sampling
52:38
](https://www.youtube.com/watch?v=ZqBd0pClFXc&t=3158s)[
Final thoughts
57:15
](https://www.youtube.com/watch?v=ZqBd0pClFXc&t=3435s)
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