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This is François Chollet discussing deep learning guided program synthesis, reasoning, o-series models and the ARC challenge. We will drop the full video hopefully later today!

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Machine Learning Street Talk

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171,869 görüntüleme • 1 yıl önce •via X (Twitter)

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Don't forget we are meeting up in Zurich tomorrow to discuss ARC - see my previous post. Come if you are in the area!

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Calling all parents and little learners ❗ 🟦 THE SMURFS: LEARN AND PLAY 🟦 #educational game for kids on #NintendoSwitch With #Smurfs children can develop logical thinking skills through engaging mini-games! 🕹️ PLAY NOW ⤵️ #screenshotsaturday

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@fchollet o1 was reasoning, o3 can generalize well...

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@fchollet Brilliant, cant wait. This is now my fav technical pod 🔥

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@fchollet Thank you!

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@fchollet My god - I roast you mildly from time to time (mostly I'm my own head) for your symbolics bias (as perceived by myself), but - you do deliver! The previous one with .@jeffclune was a joy to listen to too. You are on a roll - keep going. 😁 Kudos well done you 👍👏

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@fchollet eh I didn't know that our beloved keras author was actually Harry Potter!

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@fchollet Awesome!

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@fchollet @inductionheads still claiming "search".

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@fchollet Yes! I love your show!

Benzer Videolar

We just released François Chollet keynote talk from #AGI24. He challenges LLM hype, discusses ARC-AGI benchmark, and proposes merging deep learning with program synthesis for true AGI progress.
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François Chollet (François Chollet) on the ARC Prize and how we get to AGI. At AI Startup School in San Francisco. 00:00 - The Falling Cost of Compute 00:57 - Deep-Learning’s Scaling Era & Benchmarks 01:59 - The ARC Benchmark 03:02 - The 2024 Shift to Test-Time Adaptation 05:01 - What Is Intelligence? 07:12 - Why Benchmarks Matter (and Mislead) 08:57 - ARC 1 Exposes Scaling Limits 10:58 - ARC 2: Compositional Reasoning Arrives 12:55 - Humans vs. Models on ARC2 14:58 - Previewing ARC3 & Interactive Agency 17:00 - Kaleidoscopic Hypothesis and Abstractions 22:00 - Type 1 vs. Type 2 Abstractions 26:00 - Discrete Program Search & Inventive AI 29:00 - Fusing Intuition with Symbolic Reasoning 32:00 - Building AGI Through Meta-Learning Systems
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François Chollet (François Chollet) on the ARC Prize and how we get to AGI. At AI Startup School in San Francisco. 00:00 - The Falling Cost of Compute 00:57 - Deep-Learning’s Scaling Era & Benchmarks 01:59 - The ARC Benchmark 03:02 - The 2024 Shift to Test-Time Adaptation 05:01 - What Is Intelligence? 07:12 - Why Benchmarks Matter (and Mislead) 08:57 - ARC 1 Exposes Scaling Limits 10:58 - ARC 2: Compositional Reasoning Arrives 12:55 - Humans vs. Models on ARC2 14:58 - Previewing ARC3 & Interactive Agency 17:00 - Kaleidoscopic Hypothesis and Abstractions 22:00 - Type 1 vs. Type 2 Abstractions 26:00 - Discrete Program Search & Inventive AI 29:00 - Fusing Intuition with Symbolic Reasoning 32:00 - Building AGI Through Meta-Learning Systems

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We just dropped our interview with Joscha Bach - here is a clip of him reiterating that Deep Learning didn't hit a wall and his admiration for François Chollet courage releasing the ARC Prize
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I finally got to meet François Chollet in person recently to interview him about ARC Prize, intelligence vs memorization, human cognitive development, learning abstractions, limits of pattern recognition and consciousness development. These are the best bits. Full show released tomorrow
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May God bless Kunle Afford for this Yoruba proverbs challenge program. This episode deep gaaaaan. Even He was learning on the show.
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Alessandro Palmarini works under Melanie Mitchell at Santa Fe Institute - he reflects on the ARC Prize and François Chollet measure of intelligence - live on MLST now
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