Annular fluid flow w/ plug inlet looks deceptively simple, but steep gradients at the inlet are a PINN’s worst nightmare! Check out our preview results—proving that 'simple' cases are fertile ground for uncovering new tricks. Solved w/ 🚀 MLX on an M2U 🚀 & managing in the end

MLX for Turbulence Modeling: a framework that helps wild ideas materialize Awni Hannun UCY-CompSci

We’re hiring someone to work with us on MLX at Apple. Join the most cracked team to advance the frontier of ML and systems. DMs open.

🦎MLX-Kourkoutas🦎: good progress 🚀 Now works seamlessly with mlx.optimizers and mx.compile. Additional benchmarks against Adam look good (same # epochs, similar final loss). 🚧🔧🏗️working on introducing regularizations where needed Awni Hannun Angelos Katharopoulos

Wow 🤩: MLX-Kourkoutas beating the grand daddy of them all optimizers is not a small feat 🚀. Solving the 2D Heat Conduction Equation using PINNs and with MLX-Kourkoutas or Adam. Awni Hannun Angelos Katharopoulos

Top 5 reasons to work on MLX: - Small exceptional team - Fully open source with an amazing community - Push the limits of local AI at the best company in the world do it - Get to work on the whole ML stack - 🚀

🦎🦎 It’s cooking … a small preview of my thinking about it. The full write-up once ablation testing is complete and this holds to the promise. Awni Hannun

I’m sooo 🦎🦎happy 🦎🦎w/ Kourkoutas-β. Completed 1st full test on training a heavy Transformer model as PDE surrogate in data-driven mode. Kourkoutas-β blows vanilla Adam out of the desert, especially for smaller training datasets & quantized models where the grads tend to be

Kourkoutas is a desert lizard. The secret behind Kourkoutas-β success is the “sunspike”: high 🌞 —>🦎 runs; low 🌞—> 🦎 sluggish. This is how “sunspike” 🌞 evolves during training a quantized Transformer to learn the evolution of the heat conduction PDE. It’s a dynamic per

“Beyond Language: Applying MLX Transformers to Engineering Physics” is now accepted and freely accessible at: sciencedirect.com/science/articl… The most interesting part actually was added during revisions. The Transformer was trained on a normalized temperature range & a limited number

As useful and fast as o3 is, and I do like it, I’m finding that it is still no match to o1-pro. o3 is more prone to occasionally make up things or offer loose interpretations compared to o1-pro — something that o1-pro almost never does. In fact, o1-pro is so consistently

The new Engineering School complex at the University of Cyprus University of Cyprus is finally a reality. Stunning architecture in every step you take. Our beautiful new home will bring all the Engineering Departments under a common roof and will strengthen collaboration across

School of Engineering Complex University of Cyprus A play of light and form

mlx-framework.org

🥳🚀 1st installment of Mac Studios M4 Max for the “HPC+AI Synergies” teaching lab has arrived. 🚀🚀 Benefits: 👉🏻Ultra low energy footprint 👉🏻 Quiet student-friendly environment for hands on experimentation w/ parallel connectivity topologies 👉🏻Students get trained on machines