How to solve dynamical systems by fusing data and mechanism
Today we’re talking to Matt Levine. Matt is a PhD student in computing and mathematical sciences at Caltech, and he focuses on improving the prediction and inference of physical systems by blending to...
12 Tammi 20231h 9min
DASH: How to Search Over Convolutions
Today we’re chatting with Junhong Shen, a PhD student at Carnegie Mellon. Junhong and her team are working on the generalizability of NAS algorithms across a diverse set of tasks. Today we'll be tal...
20 Joulu 20221h 18min
Human-Centered AutoML: The New Paradigm
Today we're speaking with Marius Lindauer and it is certainly one of my favorite episodes! As you’ll hear, Marius is full of ideas for where AutoML systems can and should go. These ideas are crystalli...
3 Joulu 20221h 10min
BERT-Sort: How to use language models to semantically order categorical values
Today Ankush Garg is talking to Mehdi Bahrami about his recent project: BERT-Sort. BERT-Sort is an example of how large language models can add useful context to tabular datasets, and to AutoML syste...
24 Marras 202240min
SAT: The Peculiar Origins of AutoML
In today's episode, we’re talking to Lars Kothoff about the fascinating origin story of AutoML (as he sees it), and how it emerged from the SAT community. While talking to many of you, it became clear...
11 Marras 20221h 9min
How to use evolutionary strategies for online AutoML
Today we’re talking to Cedric Kulbach about online learning, the challenges of doing it properly, why it is so promising, how it’s connected to evolutionary strategies, and recent advances in the fiel...
17 Loka 20221h 1min
A Narration of The Bitter Lesson
This short episode is a narration of Richard Sutton's The Bitter Lesson. Richard Sutton is a distinguished research scientist at DeepMind and a professor of computing science at the University of Alb...
26 Syys 20227min
Examining Tabular Deep Learning
More drama in the contest between traditional machine learning models and deep learning models when it comes to tabular data. We have on the show Vadim Borisov, a research fellow at the University of ...
19 Syys 202242min
