Learning to Ponder: Memory in Deep Neural Networks with Andrea Banino - #528

Learning to Ponder: Memory in Deep Neural Networks with Andrea Banino - #528

Today we’re joined by Andrea Banino, a research scientist at DeepMind. In our conversation with Andrea, we explore his interest in artificial general intelligence by way of episodic memory, the relationship between memory and intelligence, the challenges of applying memory in the context of neural networks, and how to overcome problems of generalization. We also discuss his work on the PonderNet, a neural network that “budgets” its computational investment in solving a problem, according to the inherent complexity of the problem, the impetus and goals of this research, and how PonderNet connects to his memory research. The complete show notes for this episode can be found at twimlai.com/go/528.

Jaksot(782)

Trends in Computer Vision with Georgia Gkioxari - #549

Trends in Computer Vision with Georgia Gkioxari - #549

Happy New Year! We’re excited to kick off 2022 joined by Georgia Gkioxari, a research scientist at Meta AI, to showcase the best advances in the field of computer vision over the past 12 months, and w...

3 Tammi 202258min

Kids Run the Darndest Experiments: Causal Learning in Children with Alison Gopnik - #548

Kids Run the Darndest Experiments: Causal Learning in Children with Alison Gopnik - #548

Today we close out the 2021 NeurIPS series joined by Alison Gopnik, a professor at UC Berkeley and an invited speaker at the Causal Inference & Machine Learning: Why now? Workshop. In our conversation...

27 Joulu 202136min

Hypergraphs, Simplicial Complexes and Graph Representations of Complex Systems with Tina Eliassi-Rad - #547

Hypergraphs, Simplicial Complexes and Graph Representations of Complex Systems with Tina Eliassi-Rad - #547

Today we continue our NeurIPS coverage joined by Tina Eliassi-Rad, a professor at Northeastern University, and an invited speaker at the I Still Can't Believe It's Not Better! Workshop. In our convers...

23 Joulu 202135min

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 Joulu 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 Joulu 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 Joulu 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 Joulu 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 Joulu 202141min

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