Towards Data Science

Towards Data Science

Note: The TDS podcast's current run has ended. Researchers and business leaders at the forefront of the field unpack the most pressing questions around data science and AI.

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Episoder(130)

122. Sadie St. Lawrence - Trends in data science

122. Sadie St. Lawrence - Trends in data science

As you might know if you follow the podcast, we usually talk about the world of cutting-edge AI capabilities, and some of the emerging safety risks and other challenges that the future of AI might bri...

4 Mai 202243min

121. Alexei Baevski - data2vec and the future of multimodal learning

121. Alexei Baevski - data2vec and the future of multimodal learning

If the name data2vec sounds familiar, that’s probably because it made quite a splash on social and even traditional media when it came out, about two months ago. It’s an important entry in what is now...

27 Apr 202249min

120. Liam Fedus and Barrett Zoph - AI scaling with mixture of expert models

120. Liam Fedus and Barrett Zoph - AI scaling with mixture of expert models

AI scaling has really taken off. Ever since GPT-3 came out, it’s become clear that one of the things we’ll need to do to move beyond narrow AI and towards more generally intelligent systems is going t...

20 Apr 202240min

119. Jaime Sevilla - Projecting AI progress from compute trends

119. Jaime Sevilla - Projecting AI progress from compute trends

There’s an idea in machine learning that most of the progress we see in AI doesn’t come from new algorithms of model architectures. instead, some argue, progress almost entirely comes from scaling up ...

13 Apr 202248min

118. Angela Fan - Generating Wikipedia articles with AI

118. Angela Fan - Generating Wikipedia articles with AI

Generating well-referenced and accurate Wikipedia articles has always been an important problem: Wikipedia has essentially become the Internet's encyclopedia of record, and hundreds of millions of peo...

6 Apr 202251min

117. Beena Ammanath - Defining trustworthy AI

117. Beena Ammanath - Defining trustworthy AI

Trustworthy AI is one of today’s most popular buzzwords. But although everyone seems to agree that we want AI to be trustworthy, definitions of trustworthiness are often fuzzy or inadequate. Maybe tha...

30 Mar 202246min

116. Katya Sedova - AI-powered disinformation, present and future

116. Katya Sedova - AI-powered disinformation, present and future

Until recently, very few people were paying attention to the potential malicious applications of AI. And that made some sense: in an era where AIs were narrow and had to be purpose-built for every app...

23 Mar 202254min

115. Irina Rish - Out-of-distribution generalization

115. Irina Rish - Out-of-distribution generalization

Imagine, for example, an AI that’s trained to identify cows in images. Ideally, we’d want it to learn to detect cows based on their shape and colour. But what if the cow pictures we put in the trainin...

9 Mar 202250min

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