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Miles Cranmer

@MilesCranmer • 17,368 subscribers

Assistant Professor @ Cambridge. Works on AI for the physical sciences.

Shorts

Crazy stuff. Here is PySR v2 discovering a shader from data: We're about to have symbolic learning for everything

Crazy stuff. Here is PySR v2 discovering a shader from data: We're about to have symbolic learning for everything

26,574 görüntüleme

For the past two years we've studied a decades-old problem in fluid dynamics: why do some turbulent systems grow 3x faster in the real world than simulations predict? With some tabletop fluids experiments and a physics foundation model, we finally have some results!!! 👇

For the past two years we've studied a decades-old problem in fluid dynamics: why do some turbulent systems grow 3x faster in the real world than simulations predict? With some tabletop fluids experiments and a physics foundation model, we finally have some results!!! 👇

16,817 görüntüleme

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Here is the full talk:

Here is the full talk:

672,435 görüntüleme • 19 gün önce

Two years of work, and PySR v2 is finally out! If you haven't used it before: PySR is a machine learning library that finds short equations that fit your data. I've always wanted a PyTorch for symbolic learning. PySR v2 is a big step towards that:

Two years of work, and PySR v2 is finally out! If you haven't used it before: PySR is a machine learning library that finds short equations that fit your data. I've always wanted a PyTorch for symbolic learning. PySR v2 is a big step towards that:

61,561 görüntüleme • 16 gün önce

Three years ago, I started working on an easy-to-use tool for interpretable machine learning in science. I wanted it to do for symbolic regression what Theano did for deep learning. Today, I am beyond excited to share with you the paper describing it! 1.

Three years ago, I started working on an easy-to-use tool for interpretable machine learning in science. I wanted it to do for symbolic regression what Theano did for deep learning. Today, I am beyond excited to share with you the paper describing it! 1.

240,483 görüntüleme • 3 yıl önce

More fun examples - Here, we get PySR to figure out the rules for Conway's Game of Life:

More fun examples - Here, we get PySR to figure out the rules for Conway's Game of Life:

21,142 görüntüleme • 2 ay önce

I'm starting a curated list of interactive machine learning demos: Looking for more suggestions! My plan is to incorporate some into the ML modules of Cambridge's new MPhil in Data Intensive Science, as a way to hone students' intuition.

I'm starting a curated list of interactive machine learning demos: Looking for more suggestions! My plan is to incorporate some into the ML modules of Cambridge's new MPhil in Data Intensive Science, as a way to hone students' intuition.

139,475 görüntüleme • 3 yıl önce

🧵 Could this be the ImageNet moment for scientific AI? Today with PolymathicAI and others we're releasing two massive datasets that span dozens of fields - from bacterial growth to supernova! We want this to enable multi-disciplinary foundation model research.

🧵 Could this be the ImageNet moment for scientific AI? Today with PolymathicAI and others we're releasing two massive datasets that span dozens of fields - from bacterial growth to supernova! We want this to enable multi-disciplinary foundation model research.

57,089 görüntüleme • 1 yıl önce

SymbolicRegression.jl → 1.0 🎉 After several years of work, I'm thrilled to announce some major new features! Let me show you what's possible now:

SymbolicRegression.jl → 1.0 🎉 After several years of work, I'm thrilled to announce some major new features! Let me show you what's possible now:

27,032 görüntüleme • 1 yıl önce

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