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.

Avsnitt(781)

Learning Long-Time Dependencies with RNNs w/ Konstantin Rusch - #484

Learning Long-Time Dependencies with RNNs w/ Konstantin Rusch - #484

Today we conclude our 2021 ICLR coverage joined by Konstantin Rusch, a PhD Student at ETH Zurich. In our conversation with Konstantin, we explore his recent papers, titled coRNN and uniCORNN respectiv...

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What the Human Brain Can Tell Us About NLP Models with Allyson Ettinger - #483

What the Human Brain Can Tell Us About NLP Models with Allyson Ettinger - #483

Today we continue our ICLR ‘21 series joined by Allyson Ettinger, an Assistant Professor at the University of Chicago.  One of our favorite recurring conversations on the podcast is the two-way street...

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Probabilistic Numeric CNNs with Roberto Bondesan - #482

Probabilistic Numeric CNNs with Roberto Bondesan - #482

Today we kick off our ICLR 2021 coverage joined by Roberto Bondesan, an AI Researcher at Qualcomm.  In our conversation with Roberto, we explore his paper Probabilistic Numeric Convolutional Neural Ne...

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Building a Unified NLP Framework at LinkedIn with Huiji Gao - #481

Building a Unified NLP Framework at LinkedIn with Huiji Gao - #481

Today we’re joined by Huiji Gao, a Senior Engineering Manager of Machine Learning and AI at LinkedIn.  In our conversation with Huiji, we dig into his interest in building NLP tools and systems, inclu...

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Dask + Data Science Careers with Jacqueline Nolis - #480

Dask + Data Science Careers with Jacqueline Nolis - #480

Today we’re joined by Jacqueline Nolis, Head of Data Science at Saturn Cloud, and co-host of the Build a Career in Data Science Podcast.  You might remember Jacqueline from our Advancing Your Data Sc...

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Machine Learning for Equitable Healthcare Outcomes with Irene Chen - #479

Machine Learning for Equitable Healthcare Outcomes with Irene Chen - #479

Today we’re joined by Irene Chen, a Ph.D. student at MIT.  Irene’s research is focused on developing new machine learning methods specifically for healthcare, through the lens of questions of equity ...

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AI Storytelling Systems with Mark Riedl - #478

AI Storytelling Systems with Mark Riedl - #478

Today we’re joined by Mark Riedl, a Professor in the School of Interactive Computing at Georgia Tech. In our conversation with Mark, we explore his work building AI storytelling systems, mainly those ...

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Creating Robust Language Representations with Jamie Macbeth - #477

Creating Robust Language Representations with Jamie Macbeth - #477

Today we’re joined by Jamie Macbeth, an assistant professor in the department of computer science at Smith College.  In our conversation with Jamie, we explore his work at the intersection of cogniti...

21 Apr 202140min

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