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Awni Hannun Impressive pace of development

Happy to share “MLX Guru” 🚀. It knows everything about MLX & helps w/ coding the framework. Not perfect but speeds up development especially if you are new to MLX. It is free but needs ChatGPT Plus. As a thanks to the MLX team Awni Hannun Available at: chat.openai.com/g/g-7NeyFkq2e-…

On more thing 🤔: while better to avoid long chats, if you’ve just started a chat, it’s always good to ask ‘MLX Guru’ to read again it’s knowledge base when there’s an update. MLXG updates will reflect MLX versions. To confirm ask MLXG what MLX version it knows about Awni Hannun

Healthy adults face varied risks from exposure to atmospheric dust since the ratio of peripheral (alveolar) to large conducting airway deposition of particles can vary by 8X across individuals. We’ve developed an AI-based method to non-invasively assess personal risk UCY-CompSci

🚀🚀🚀🚀 Happy to report that linear scaling achieved with 4 Mac Studio nodes, which is the max we can have without using a TB hub. Speedup: 4 nodes 4.08 x faster than single node 🚀🚀🚀🚀 We plan to share setup instructions on Medium soon. Awni Hannun Angelos Katharopoulos

Cluster ready to go into the duffel bag 🚀🤣 Awni Hannun Angelos Katharopoulos

Some like CalDigit Thunderbolt 4 Element Hub do offer 40 Gb/s on all TB ports. But as correctly pointed out by elegyal ˆ •͈ ·̫ •͈ ˆ ♪ you can connect up to 7 MacStudio M2 Ultra using either an iPad as monitor over WiFi or other non TB monitor (over usb or hdmi)

Rinat Shay. In the lab we saw a trend of improving speedup ratio as we went from 1 to 2 to 3 to 4 nodes, I’m suspecting it has to do with more efficient use of lazy evaluation in each node. To be fair we should average performance over many more tries for each setup & compare averages

Xgrid lives -- a new project resurrects the promise of Apple's dead clustering software appleinsider.com/articles/24/06… #Apple

Xgrid lives — a new project resurrects the promise of Apple's dead clustering software Stavros Kassinos Awni Hannun Angelos Katharopoulos appleinsider.com/articles/24/06…

tudocelular.com/tech/noticias/… Awni Hannun Angelos Katharopoulos Stavros Kassinos

🚀🚀🚀🐢 We verified that if you mix an M1 Max w/ several M2 Ultra you can almost recover full performance of using all M2U by proportionally reducing batch size on M1, increasing it on M2, keeping total # of epochs the same. Might depend on case/size. Awni Hannun Angelos Katharopoulos

Thermo Therapist with CoolProp is being released in the GPT store for my Engineering Thermo students. It explains concepts, uses a custom API to access CoolProp, solves problems & will convince you that you should ❤️ Thermo. Not responsible for any Transference issues 😂 OpenAI

🫁🌊 Collaborating with Josué Sznitman on this Annual Review was fun & rewarding. It is finally live in early release Annual Reviews : Multiscale Modeling of Respiratory Transport Phenomena and Intersubject Variability | Annual Reviews - go.shr.lc/3Z5KXKj

Starting today we initiate a series of science podcasts 🎧 on X showcasing some of the most exciting research output of UCY-CompSci UCY-RespiHub & collaborators. Thanks to Google for making this possible. These podcasts are themselves a testimony of the real value of AI 🚀🚀

The second Podcast 🎧 in our series dives into our efforts UCY-CompSci with collaborators to create a computationally efficient model of the deep lung 🫁 by taking some clever shortcuts: The cited article is doi.org/10.1016/j.jaer… #AerosolScience #InhalationTherapies #LungHealth

The Deep Dive 🚀🚀 podcast on our preprint of “Beyond Language: Applying MLX Transformers to Engineering Physics” doi.org/10.48550/arXiv… Code available at github.com/sck-at-ucy/MLX… Awni Hannun Angelos Katharopoulos #AI #ArtificialIntelligence #ML #MLX #NeuralNetworks

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

🥳🚀 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

CDA Mangis: Pleased to join the Stanford Alumni Association Cyprus (SAAC) dinner. Thanks to cofounders Suzi Abdel-Malak & Effie Kokkinou. SAAC promotes networking among Stanford alumni in Cyprus, strengthening the 🇺🇸🇨🇾 connection to the Stanford University family.