Powering AI with the World's Largest Computer Chip with Joel Hestness - #684

Powering AI with the World's Largest Computer Chip with Joel Hestness - #684

Today we're joined by Joel Hestness, principal research scientist and lead of the core machine learning team at Cerebras. We discuss Cerebras’ custom silicon for machine learning, Wafer Scale Engine 3, and how the latest version of the company’s single-chip platform for ML has evolved to support large language models. Joel shares how WSE3 differs from other AI hardware solutions, such as GPUs, TPUs, and AWS’ Inferentia, and talks through the homogenous design of the WSE chip and its memory architecture. We discuss software support for the platform, including support by open source ML frameworks like Pytorch, and support for different types of transformer-based models. Finally, Joel shares some of the research his team is pursuing to take advantage of the hardware's unique characteristics, including weight-sparse training, optimizers that leverage higher-order statistics, and more. The complete show notes for this episode can be found at twimlai.com/go/684.

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Deep Learning, Transformers, and the Consequences of Scale with Oriol Vinyals - #546

Deep Learning, Transformers, and the Consequences of Scale with Oriol Vinyals - #546

Today we’re excited to kick off our annual NeurIPS, joined by Oriol Vinyals, the lead of the deep learning team at Deepmind. We cover a lot of ground in our conversation with Oriol, beginning with a l...

20 Dec 202152min

Optimization, Machine Learning and Intelligent Experimentation with Michael McCourt - #545

Optimization, Machine Learning and Intelligent Experimentation with Michael McCourt - #545

Today we’re joined by Michael McCourt the head of engineering at SigOpt. In our conversation with Michael, we explore the vast space around the topic of optimization, including the technical differenc...

16 Dec 202145min

Jupyter and the Evolution of ML Tooling with Brian Granger - #544

Jupyter and the Evolution of ML Tooling with Brian Granger - #544

Today we conclude our AWS re:Invent coverage joined by Brian Granger, a senior principal technologist at Amazon Web Services, and a co-creator of Project Jupyter. In our conversion with Brian, we disc...

13 Dec 202157min

Creating a Data-Driven Culture at ADP with Jack Berkowitz - #543

Creating a Data-Driven Culture at ADP with Jack Berkowitz - #543

Today we continue our 2021 re:Invent series joined by Jack Berkowitz, chief data officer at ADP. In our conversation with Jack, we explore the ever evolving role and growth of machine learning at the ...

9 Dec 202134min

re:Invent Roundup 2021 with Bratin Saha - #542

re:Invent Roundup 2021 with Bratin Saha - #542

Today we’re joined by Bratin Saha, vice president and general manager at Amazon. In our conversation with Bratin, we discuss quite a few of the recent ML-focused announcements coming out of last weeks...

6 Dec 202141min

Multi-modal Deep Learning for Complex Document Understanding with Doug Burdick - #541

Multi-modal Deep Learning for Complex Document Understanding with Doug Burdick - #541

Today we’re joined by Doug Burdick, a principal research staff member at IBM Research. In a recent interview, Doug’s colleague Yunyao Li joined us to talk through some of the broader enterprise NLP pr...

2 Dec 202145min

Predictive Maintenance Using Deep Learning and Reliability Engineering with Shayan Mortazavi - #540

Predictive Maintenance Using Deep Learning and Reliability Engineering with Shayan Mortazavi - #540

Today we’re joined by Shayan Mortazavi, a data science manager at Accenture.  In our conversation with Shayan, we discuss his talk from the recent SigOpt HPC & AI Summit, titled A Novel Framework Pred...

29 Nov 202149min

Building a Deep Tech Startup in NLP with Nasrin Mostafazadeh - #539

Building a Deep Tech Startup in NLP with Nasrin Mostafazadeh - #539

Today we’re joined by friend-of-the-show Nasrin Mostafazadeh, co-founder of Verneek.  Though Verneek is still in stealth, Nasrin was gracious enough to share a bit about the company, including their g...

24 Nov 202151min

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