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)

ML Platforms for Global Scale at Prosus with Paul van der Boor - #468 [TWIMLcon Sponsor Series]

ML Platforms for Global Scale at Prosus with Paul van der Boor - #468 [TWIMLcon Sponsor Series]

In this episode, we’re joined by Paul van der Boor, Senior Director of Data Science at Prosus, to discuss his TWIMLcon experience and how they’re using ML platforms to manage machine learning at a glo...

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Can Language Models Be Too Big? 🦜 with Emily Bender and Margaret Mitchell - #467

Can Language Models Be Too Big? 🦜 with Emily Bender and Margaret Mitchell - #467

Today we’re joined by Emily M. Bender, Professor at the University of Washington, and AI Researcher, Margaret Mitchell.  Emily and Meg, as well as Timnit Gebru and Angelina McMillan-Major, are co-aut...

24 Mar 202154min

Applying RL to Real-World Robotics with Abhishek Gupta - #466

Applying RL to Real-World Robotics with Abhishek Gupta - #466

Today we’re joined by Abhishek Gupta, a PhD Student at UC Berkeley.  Abhishek, a member of the BAIR Lab, joined us to talk about his recent robotics and reinforcement learning research and interests,...

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Accelerating Innovation with AI at Scale with David Carmona - #465

Accelerating Innovation with AI at Scale with David Carmona - #465

Today we’re joined by David Carmona, General Manager of Artificial Intelligence & Innovation at Microsoft.  In our conversation with David, we focus on his work on AI at Scale, an initiative focused ...

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Complexity and Intelligence with Melanie Mitchell - #464

Complexity and Intelligence with Melanie Mitchell - #464

Today we’re joined by Melanie Mitchell, Davis Professor at the Santa Fe Institute and author of Artificial Intelligence: A Guide for Thinking Humans.  While Melanie has had a long career with a myria...

15 Mar 202132min

Robust Visual Reasoning with Adriana Kovashka - #463

Robust Visual Reasoning with Adriana Kovashka - #463

Today we’re joined by Adriana Kovashka, an Assistant Professor at the University of Pittsburgh. In our conversation with Adriana, we explore her visual commonsense research, and how it intersects wit...

11 Mar 202141min

Architectural and Organizational Patterns in Machine Learning with Nishan Subedi - #462

Architectural and Organizational Patterns in Machine Learning with Nishan Subedi - #462

Today we’re joined by Nishan Subedi, VP of Algorithms at Overstock.com. In our conversation with Nishan, we discuss his interesting path to MLOps and how ML/AI is used at Overstock, primarily for sea...

8 Mar 202157min

Common Sense Reasoning in NLP with Vered Shwartz - #461

Common Sense Reasoning in NLP with Vered Shwartz - #461

Today we’re joined by Vered Shwartz, a Postdoctoral Researcher at both the Allen Institute for AI and the Paul G. Allen School of Computer Science & Engineering at the University of Washington. In ou...

4 Mar 202137min

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