Steven Brunton

3K posts

Steven Brunton banner
Steven Brunton

Steven Brunton

@eigensteve

Teaches math to engineers: https://t.co/TJ5i3Pg678 Professor @UW researching #MachineLearning for #Dynamics and #Control, especially for #FluidDynamics.

Katılım Nisan 2016
972 Takip Edilen54.9K Takipçiler
Sabitlenmiş Tweet
Steven Brunton
Steven Brunton@eigensteve·
New 20hr bootcamp on Probability & Statistics!!! Videos released weekly but full playlist already posted: youtube.com/watch?v=sQqnia… Probability & Statistics are cornerstones of data science and machine learning. This course rapidly covers the basics and gets into advanced topics.
YouTube video
YouTube
English
72
1.5K
9.6K
523.1K
Steven Brunton retweetledi
Ricardo Vinuesa
Ricardo Vinuesa@ricardovinuesa·
New video!! Super excited to share our new work on foundation models and agentic systems for discovery and prediction! Our most recent results show excellent performance in full aircraft!! youtu.be/R_lYqUD_uVI?si… Happy to hear your feedback, and thanks to the fantastic team!!
YouTube video
YouTube
Ricardo Vinuesa tweet media
English
1
5
21
2.1K
Steven Brunton retweetledi
Ricardo Vinuesa
Ricardo Vinuesa@ricardovinuesa·
Carried out by an incredible dream team: Abhijeet Vishwasrao, @fa_giral, Mahmoud Golestanian, Federica Tonti, Andrea Arroyo Ramo, Adrian Lozano Duran, @eigensteve, @Serhocal , @modelflows and Hector Gomez
English
0
2
7
2.4K
Steven Brunton retweetledi
Alfredo Canziani
Alfredo Canziani@alfcnz·
🎓 First lecture is live on YouTube! ▶️ Introduction to Deep Learning Research 🔬 Lesson 01: Course intro + McCulloch & Pitts binary neuron 🧠 Using maths & coding as languages of research 📐💻 youtu.be/rg4QyMFONNQ
YouTube video
YouTube
Alfredo Canziani tweet media
English
16
95
824
55.5K
Steven Brunton
Steven Brunton@eigensteve·
Non-math announcement!! My cousin's pizza restaurant RomaRoma is opening in Capital Hill tomorrow!!! 🍕🍷🍕🍻🍕🥳🍕 Free pizza aperitivo Thursday Feb 5 from 4-9pm (or until sold out). Follow on IG: instagram.com/romaroma.pizza/
English
1
1
36
2.4K
Steven Brunton retweetledi
Shirley Ho
Shirley Ho@cosmo_shirley·
So proud to see the culmination of effort led by @mikemccabe210 @PayelMukhopadh3 @__tm__157 @BrunoRegaldo @FrancoisRozet along with the amazing team at @PolymathicAI to produce The first "Polymathic"/cross-disciplinary AI model for fluid dynamics! We started with creating The Well, the first internet scale of fluids dataset co-led by @mikemccabe210 and @oharub with the goal of creating the first cross-disciplinary fluid model! Now it is here, and we are lovingly naming it the Polymathic Walrus 😁!
Shirley Ho tweet media
Mike McCabe@mikemccabe210

1/ Today with my colleagues @PolymathicAI, I'm excited to release our latest project, Walrus, a cross-domain foundation model for physical dynamics, into the world. polymathic-ai.org/blog/walrus/ Paper: arxiv.org/abs/2511.15684 Git: github.com/PolymathicAI/w… HF: huggingface.co/polymathic-ai/…

English
2
9
67
14.2K
Steven Brunton retweetledi
Shirley Ho
Shirley Ho@cosmo_shirley·
I’m excited to announce that @PolymathicAI new astrophysics model, AION-1, has been accepted to #neurips2025 ! 🎉 Come see our poster on Dec 5 (Friday) at 1-4pm PT, poster session 5 OR hear our talk from @liamhparker and Francois Lanusse at #AI4Science workshop It’s the first large-scale multimodal foundation model for astronomy!
Shirley Ho tweet media
English
5
24
144
28.5K
tetsuo
tetsuo@tetsuoai·
The Fourier series, modeling periodic functions with cosines and sines, and computing Fourier coefficients as projections onto orthogonal bases in Python. source: Steve Brunton
English
30
182
1.6K
80.6K
Alfredo Canziani
Alfredo Canziani@alfcnz·
The directional derivative of a scalar field ℒ:ℝᴺ → ℝ at w⁰ along direction û is given by: Dᵤℒ(w⁰) = ∇ℒ(w⁰)ᵀ û = ‖∇ℒ(w⁰)‖ cos ϕ, where ϕ is the angle between ∇ℒ(w⁰) and û. The direction of maximum decrease has û pointing towards −∇ℒ(w⁰).
Alfredo Canziani tweet media
English
17
50
593
34.4K
Steven Brunton retweetledi
JC Loiseau
JC Loiseau@loiseau_jc·
Had an interesting discussion with a colleague about the merits of #Fortran and #Python for an undergrad class (ME not CS) on numerical linear algebra. Having just migrated my personal webpage, I figured I'll start a technical blog and write about it. 👉 tinyurl.com/3a4dfcnu
English
7
13
60
7.7K
Γ(z)
Γ(z)@gammaofzeta·
Today is my 34th bday! (And Arvo’s 90th). I went to relativity class, I smashed the gym and then, my soulmate took me to a Japanese restaurant. Can’t be happier! And, yes I have more wrinkles but at least I can prove the invariance of the wave operator under Lorentz’, using some tensor stuff and index notation.
Γ(z) tweet mediaΓ(z) tweet mediaΓ(z) tweet media
English
49
32
617
28K
Steven Brunton retweetledi
Shirley Ho
Shirley Ho@cosmo_shirley·
Extremely proud of our recent "Lost in Latent Space" paper by our amazing @PolymathicAI intern @FrancoisRozet ! How far do you think we can/should compress ? What is needed in the latent space to keep rolling out the physics right across so many scales?
François Rozet@FrancoisRozet

Does a smaller latent space lead to worse generation in latent diffusion models? Not necessarily! We show that LDMs are extremely robust to a wide range of compression rates (10-1000x) in the context of physics emulation. We got lost in latent space. Join us 👇

English
7
66
501
50.8K
Steven Brunton
Steven Brunton@eigensteve·
New Video Series: Statistics & Data Analysis! youtube.com/watch?v=QIXUTs… 35 videos, 10 hours: Random sampling, Central limit theorem, Distribution estimation, Method of moments, Maximum likelihood estimation, Hypothesis testing, Monte Carlo sampling, Bayesian statistics, and more!
YouTube video
YouTube
English
32
366
2.5K
114.7K
Steven Brunton retweetledi
Ellie Sleightholm
Ellie Sleightholm@elsleightholm·
100k on my mathematics channel !! 🥹 what video should i do to celebrate?
Ellie Sleightholm tweet media
English
27
17
472
12.6K
Steven Brunton retweetledi
Shane Ross
Shane Ross@RossDynamicsLab·
What if a spacecraft could cycle between Earth and Moon orbits, performing multiple circuits of each, naturally and indefinitely, with zero propulsion? We’ve discovered a new class of stable, prograde, low-energy cycler orbits that do just that. Why these orbits matter: Ballistic → fuel-free Stable → long-term ready Near-chaotic → agile with low ΔV Low-energy → access to Earth/Moon, Lagrange points, Sun–Earth L1/L2, even heliocentric space At the AAS/AIAA Astrodynamics Specialist Conference in Boston next week, I’ll present on a new family of ballistic Earth-Moon cycler orbits that are stable, prograde, and mission agile—unlike any cyclers in the current literature. The example below is shown in both the Earth-Moon rotating frame and inertial frame. Conference Paper: ross.aoe.vt.edu/papers/ross-ro…
English
179
599
4.7K
416.9K
Steven Brunton retweetledi
Jason J. Bramburger
Jason J. Bramburger@jbramburger7·
I've done it! I've finished the complete series of video lectures to complement my book. Here's the last one on model identification with autoencoders: youtube.com/watch?v=cFpyjE…
YouTube video
YouTube
English
2
43
420
32.8K