Gilad (SF summer)
@giladturok
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ml intern @uber 🚘 | incoming phd student @cornell_tech 🐻 | probabilistic ml research 🤖 | novelty seeker 🤠 | Prev: @FlatironInst @Columbia
NYC 🗽🇺🇸
Joined November 2023
I'm currently in my JAX era:. - Write my own JAX projects for ML + stats.- Do serious deep learning with {model, tensor, data} parallelism.- Write JAX-style code (functional) with grad, vmap, pmap, jit.- Understand why JAX is fast (jit, SDMP, lax).- PyTorch vs JAX trade-offs
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JAX FOR THE WIN!! It’s a production ready world modeling code base.
Inspired by today's Genie 3 release? We are open-sourcing 🧞♀️Jasmine🧞♀️, a production-ready JAX-based codebase for world modeling from unlabeled videos. Scale from single hosts to hundreds of xPUs thanks to XLA! 🧵 (1/10)
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oh you're an ai influencer?.Name every ai researcher.
oh you’re an ai researcher? .Name every optimization algorithm.
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TIL: Big tech companies often use *monorepos* (single repo for all code) to manage dependencies across *microservices *(independently deployable services). Counter-intuitive but powerful: centralized code, distributed deployment.
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RT @natolambert: America needs to take open models more seriously. This summer the early lead in open model adoption of the US via Llama ha….
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This is my favorite NeurIPS workshop. Such cool work!.
🌞🌞🌞 The third Structured Probabilistic Inference and Generative Modeling (SPIGM) workshop is **back** this year with @NeurIPSConf at San Diego!. In the era of foundation models, we focus on a natural question: is probabilistic inference still relevant? #NeurIPS2025
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- Probabilistic ML: An Introduction by Kevin Murphy.- Probabilistic ML: Advanced topics by also Kevin Murphy.- Reinforcement Learning: An Overview by also also by Kevin Murphy .- A First Course in Monte Carlo Methods by D. Sanz-Alonso and O. Al-Ghattas
What four math books had a big influence on your mathematical thinking? .I'll start:
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I dunno…. Dating apps + LaTeX is a dangerous combination !.
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I wish Docker was as elegant as JAX. Is there no such tool for containerization?.
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Today I learned that the difference between a library and framework is the difference between PyTorch and PyTorch Lightning. Library is bottom up, framework is top-down!.
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Can someone turn this Python web dev stack into a real GitHub template??. Having all the Astral tools, and others, would be amazing ! Is there real demand for this type of template?.
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JAX for the WIN!.
.@StanfordCRFM's Marin project has released the first fully open model in JAX. It’s an 'open lab' sharing the entire research process - including code, data, and logs, to enable reproducibility and further innovation.
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No one finishes their undergrad in CS and actually understands large scale distributed logging, . Logging is super important but you only learn it in industry, not courses!.
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RT @giladturok: Just found out Google Scholar doesn’t have an app, only a website. A PhD student can only dream 😔😭.
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Just found out Google Scholar doesn’t have an app, only a website. A PhD student can only dream 😔😭.
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SF has less traffic on Mondays than Tuesdays. Why? Bc everyone works remotely on Monday!!.
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Crazy that you screenshot one blog post you didn’t write and get 10K views.
sometimes ppl forget: flow matching and diffusion are mathematically equivalent!
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