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.

Episoder(781)

Modeling Human Cognition with RNNs and Curriculum Learning, w/ Kanaka Rajan - #524

Modeling Human Cognition with RNNs and Curriculum Learning, w/ Kanaka Rajan - #524

Today we’re joined by Kanaka Rajan, an assistant professor at the Icahn School of Medicine at Mt Sinai. Kanaka, who is a recent recipient of the NSF Career Award, bridges the gap between the worlds of...

4 Okt 202147min

Do You Dare Run Your ML Experiments in Production? with Ville Tuulos - #523

Do You Dare Run Your ML Experiments in Production? with Ville Tuulos - #523

Today we’re joined by a friend of the show and return guest Ville Tuulos, CEO and co-founder of Outerbounds. In our previous conversations with Ville, we explored his experience building and deploying...

30 Sep 202140min

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,...

27 Sep 202149min

AI’s Legal and Ethical Implications with Sandra Wachter - #521

AI’s Legal and Ethical Implications with Sandra Wachter - #521

Today we’re joined by Sandra Wacther, an associate professor and senior research fellow at the University of Oxford.  Sandra’s work lies at the intersection of law and AI, focused on what she likes t...

23 Sep 202149min

Compositional ML and the Future of Software Development with Dillon Erb - #520

Compositional ML and the Future of Software Development with Dillon Erb - #520

Today we’re joined by Dillon Erb, CEO of Paperspace.  If you’re not familiar with Dillon, he joined us about a year ago to discuss Machine Learning as a Software Engineering Discipline; we strongly e...

20 Sep 202141min

Generating SQL Database Queries from Natural Language with Yanshuai Cao - #519

Generating SQL Database Queries from Natural Language with Yanshuai Cao - #519

Today we’re joined by Yanshuai Cao, a senior research team lead at Borealis AI. In our conversation with Yanshuai, we explore his work on Turing, their natural language to SQL engine that allows users...

16 Sep 202138min

Social Commonsense Reasoning with Yejin Choi - #518

Social Commonsense Reasoning with Yejin Choi - #518

Today we’re joined by Yejin Choi, a professor at the University of Washington. We had the pleasure of catching up with Yejin after her keynote interview at the recent Stanford HAI “Foundational Models...

13 Sep 202151min

Deep Reinforcement Learning for Game Testing at EA with Konrad Tollmar - #517

Deep Reinforcement Learning for Game Testing at EA with Konrad Tollmar - #517

Today we’re joined by Konrad Tollmar, research director at Electronic Arts and an associate professor at KTH.  In our conversation, we explore his role as the lead of EA’s applied research team SEED ...

9 Sep 202140min

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