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The frontier lab building Large Tabular Models for enterprise prediction

San Francisco
Joined January 2025
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What if we could more accurately predict what comes next? That's the question that started Fundamental. A couple of years later, it’s changing what AI can do.
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Faster power restoration starts before the storm hits. Better predictions are changing how utilities prepare for the worst, and showing what the right information is worth when it matters most.
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Large tabular models are opening up a new frontier in AI research. For PhD students choosing where to focus, the opportunity to help shape an emerging field is hard to ignore.
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In Formula 1, every gram matters. But what if you could remove a physical sensor without losing the signal it provides? We put that question to the test 🧵
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The result? More than 20% less prediction error than the existing approach. And performance consistent enough across all three targets to make removing the physical hardware viable.
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Many claim state-of-the-art results, but how do you know what actually works? Former Dataiku VP of Research @dsleo explains why rigorous benchmarking is essential to meaningful progress in machine learning.
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Fundamental retweeted
proud to see Fundamental named to the #disruptors60 great recognition of the team and the work we're doing @TechCrunch
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A thin credit file doesn’t have to mean a weak prediction. We improved a small-business lender’s default-risk ranking by 9% before applicants even connected a bank account, using signals already in front of them. fundamental.tech/case-studie…
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Formula 1 is a precision sport. A few percentage points in predictive accuracy can mean a very different result on track.
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Fundamental retweeted
New arena for us! Literally, figuratively … @AEGworldwide is bringing NEXUS to the @LAGalaxy and @LALIVE, where every seat, campaign and sponsorship starts as a prediction. fundamental.tech/news/fundam…
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“All the words, all the phrasing, all the sentences in my blog posts are handwritten,” says Google DeepMind’s @sedielem. While he uses AI to test phrasing and dissect complex research papers, he ensures every final word remains entirely his own.
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Fundamental retweeted
your data shouldn’t have to leave your control to benefit from AI @LTMpredict 🤝 @VAST_Data
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When you’re trading power, a bad forecast gets expensive fast. How much do you buy, and when? Getting closer to the answer is worth a lot 🧵👇
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Better prediction changes the trade: when you source power, how you time a position, where you set the price. That’s what makes accuracy worth something.
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