Delivering Neural Speech Services at Scale with Li Jiang - #522

Delivering Neural Speech Services at Scale with Li Jiang - #522

Today we’re joined by Li Jiang, a distinguished engineer at Microsoft working on Azure Speech. In our conversation with Li, we discuss his journey across 27 years at Microsoft, where he’s worked on, among other things, audio and speech recognition technologies. We explore his thoughts on the advancements in speech recognition over the past few years, the challenges, and advantages, of using either end-to-end or hybrid models. We also discuss the trade-offs between delivering accuracy or quality and the kind of runtime characteristics that you require as a service provider, in the context of engineering and delivering a service at the scale of Azure Speech. Finally, we walk through the data collection process for customizing a voice for TTS, what languages are currently supported, managing the responsibilities of threats like deep fakes, the future for services like these, and much more! The complete show notes for this episode can be found at twimlai.com/go/522.

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Neural Network Quantization and Compression with Tijmen Blankevoort - TWIML Talk #292

Neural Network Quantization and Compression with Tijmen Blankevoort - TWIML Talk #292

Today we’re joined by Tijmen Blankevoort, a staff engineer at Qualcomm, who leads their compression and quantization research teams. In our conversation with Tijmen we discuss:  • The ins and outs of...

19 Aug 201950min

Identifying New Materials with NLP with Anubhav Jain - TWIML Talk #291

Identifying New Materials with NLP with Anubhav Jain - TWIML Talk #291

Today we are joined by Anubhav Jain, Staff Scientist & Chemist at Lawrence Berkeley National Lab. We discuss his latest paper, ‘Unsupervised word embeddings capture latent knowledge from materials sci...

15 Aug 201939min

The Problem with Black Boxes with Cynthia Rudin - TWIML Talk #290

The Problem with Black Boxes with Cynthia Rudin - TWIML Talk #290

Today we are joined by Cynthia Rudin, Professor of Computer Science, Electrical and Computer Engineering, and Statistical Science at Duke University. In this episode we discuss her paper, ‘Please Stop...

14 Aug 201948min

Human-Robot Interaction and Empathy with Kate Darling - TWIML Talk #289

Human-Robot Interaction and Empathy with Kate Darling - TWIML Talk #289

Today we’re joined by Dr. Kate Darling, Research Specialist at the MIT Media Lab. Kate’s focus is on robot ethics, the social implication of how people treat robots and the purposeful design of robots...

8 Aug 201943min

Automated ML for RNA Design with Danny Stoll - TWIML Talk #288

Automated ML for RNA Design with Danny Stoll - TWIML Talk #288

Today we’re joined by Danny Stoll, Research Assistant at the University of Freiburg. Danny’s current research can be encapsulated in his latest paper, ‘Learning to Design RNA’. In this episode, Danny ...

5 Aug 201937min

Developing a brain atlas using deep learning with Theofanis Karayannis - TWIML Talk #287

Developing a brain atlas using deep learning with Theofanis Karayannis - TWIML Talk #287

Today we’re joined by Theofanis Karayannis, Assistant Professor at the Brain Research Institute of the University of Zurich. Theo’s research is focused on brain circuit development and uses Deep Learn...

1 Aug 201937min

Environmental Impact of Large-Scale NLP Model Training with Emma Strubell - TWIML Talk #286

Environmental Impact of Large-Scale NLP Model Training with Emma Strubell - TWIML Talk #286

Today we’re joined by Emma Strubell, currently a visiting scientist at Facebook AI Research. Emma’s focus is bringing state of the art NLP systems to practitioners by developing efficient and robust m...

29 Juli 201937min

“Fairwashing” and the Folly of ML Solutionism with Zachary Lipton - TWIML Talk #285

“Fairwashing” and the Folly of ML Solutionism with Zachary Lipton - TWIML Talk #285

Today we’re joined by Zachary Lipton, Assistant Professor in the Tepper School of Business. With a theme of data interpretation, Zachary’s research is focused on machine learning in healthcare, with t...

25 Juli 20191h 15min

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