data curation

5 statements across 1 episodes · 3 bullish · 0 bearish · 1 people on the record · first statement Aug 29, 2025 by Ari Morcos · across every show →

Everything said about data curation, oldest first

Aug 29, 2025
Insight
Morcos: A data point's value depends on its relationship to the full dataset
“The easiest way to think about this is that the value of a data point is not just a function of that data point itself. It's rather a function of how that data point relates to every other data point in the training set, right?”
Ari Morcos Aug 29, 2025 ▶ 18:47 Better Data is All You Need — Ari Morcos, Datology
Aug 29, 2025 bullish
Insight
Morcos: Better data improves AI performance per dollar by orders of magnitude
“Making the data better can be a massive compute multiplier. It can change the performance per dollar by orders of magnitude.”
Ari Morcos Aug 29, 2025 ▶ 14:37 Better Data is All You Need — Ari Morcos, Datology
Aug 29, 2025
Insight
Morcos: Data curation requires compounding dozens of individually modest, conflicting techniques
“Data creation also is a hard problem to solve quote unquote, because it's not one where there's a single silver bullet. There's not just do this one trick and all of a sudden things work. It's rather here are these 50 different things that you can do, each of …”
Ari Morcos Aug 29, 2025 ▶ 16:10 Better Data is All You Need — Ari Morcos, Datology
Aug 29, 2025 bullish
Prediction Not checkable as stated
Morcos: Data curation still has at least 100x in performance gains ahead
“You know, we've already been able to get 10 X gains. I think there's at least another hundred X behind this that are still to be done.”
Ari Morcos Aug 29, 2025 ▶ 32:23 Better Data is All You Need — Ari Morcos, Datology
Aug 29, 2025 positive
Assertion Supported
Morcos: Proper data curation can bend neural scaling laws
“And what that paper showed was that if you use your data correctly, you can actually bend the scaling laws themselves.”
Ari Morcos Aug 29, 2025 ▶ 27:35 Better Data is All You Need — Ari Morcos, Datology
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