machine learning

3 statements across 2 episodes · 0 bullish · 0 bearish · 2 people on the record · first statement Sep 19, 2024 by Doğuş Çubuk (Doj Chubuk) · across every show →

Everything said about machine learning, oldest first

Sep 19, 2024 neutral

Assertion Supported

Çubuk: Materials science lacks a CASP-like benchmark database for machine learning

“And I think now, maybe because now machine learning really needs this high precision, large data set, there are these bigger efforts trying to create a CAASPP-like database, but it's not there yet.”

Doğuş Çubuk (Doj Chubuk) Sep 19, 2024 ▶ 34:38 Can AI revolutionize materials discovery?

Sep 19, 2024 neutral

Insight

Çubuk: Deep expertise optimizing existing materials hinders discovering radically different ones

“The better you know a system, The more you can continue optimizing the system, but it doesn't necessarily mean that knowledge will help you discover something different. And I think this is probably why a lot of important discoveries are serendipitous, because…”

Doğuş Çubuk (Doj Chubuk) Sep 19, 2024 ▶ 8:48 Can AI revolutionize materials discovery?

Nov 6, 2025 neutral

Insight

Chubuk: Science requires out-of-domain generalization unlike standard ML

“Machine learning works best on the training set distribution. But in science and technology, we almost only care about auto-domain generalization, right?”

Doge Chubuk Nov 6, 2025 ▶ 6:14 Inside a $300 million bet on AI for physical R&D

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machine learning

Everything said about machine learning, oldest first

Turn any episode into a week of clips.