Edward Mehrez

211 posts

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Edward Mehrez

Edward Mehrez

@EdwardMehrez

Researcher in AI 4 Sci-Fi (Science and Finance) | frm @ArrowMarkets (founder) | Vegan 🌱 for the animals

Katılım Temmuz 2019
1.6K Takip Edilen536 Takipçiler
eigenron
eigenron@eigenron·
for the past few months, i have been deeply interested in data-driven engineering and, consequently, physics-informed machine learning. in the past week, i have also been studying about protein-structure prediction models like AlphaFold, ESMFold, etc., and this has just deepened my interest in applying novel techniques from deep learning to science. i was thinking if there are other people here who might be around my age (~21 or so) or even a bit older/younger, with an experience in physics/engineering and also in machine learning. i just want to create a group chat or something of that sort (of around 5-6 really focused people) to dive deeper into this intersection and possibly look at building things around this or develop new models/research in the same game. most discussions on X revolve only around NLP/image/video generation, RL for LLMs, etc. i don't see a lot of discussions on AI applied to science (especially physics/engineering), and thus i don't know a lot of people doing this. if you think you find this interesting or have any experience in ml/dl and physics, please DM me or drop a comment below! let's make the best use of twitter!
eigenron tweet mediaeigenron tweet media
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Edward Mehrez
Edward Mehrez@EdwardMehrez·
@eigensteve Very keen to help out on proof reading and crafting some HW problems! LFG!
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Steven Brunton
Steven Brunton@eigensteve·
New Book & Video Series!!! (late 2025) Optimization Bootcamp: Applications in Machine Learning, Control, and Inverse Problems Comment for a sneak peak to help proofread and I'll DM (proof reading, typos, HW problems, all get acknowledgment in book!)
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Edward Mehrez
Edward Mehrez@EdwardMehrez·
@gammaofzeta If \forall \varepsilon >0, \exists \delta such that ||\textbf{x}_0-\textbf{x}_e|| <\delta \Rightarrow ||\textbf{x}(t)-\textbf{x}_e||<\varepsilon for t>0 then we say that \textbf{x}_e is... Lyapunov stable!?
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Γ(z)
Γ(z)@gammaofzeta·
I hope you’ve enjoyed your ε-δs. This thing chases you. 👹 Now, complete the statement: If \forall \varepsilon >0 \exists \delta such that ||\textbf{x}_0-\textbf{x}_e|| \Rightarrow ||\textbf{x}(t)-\textbf{x}_e||$ for t>0 then we say that \textbf{x}_e is:
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Edward Mehrez
Edward Mehrez@EdwardMehrez·
@docmilanfar Which one is which tho? I can see a case being made for an advisor who would fit either character 😂
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Peyman Milanfar
Peyman Milanfar@docmilanfar·
advisor helping new PhD student write their 1st paper
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Edward Mehrez
Edward Mehrez@EdwardMehrez·
Well deserved for not just finding novel applications of physics in ML to help create revolutionary neural network architectures but also for providing the foundations for many scientists to use those same NN tools in Physics -- paragon of a virtuous cycle 😇♻️
Yoshua Bengio@Yoshua_Bengio

@HopfieldJohn and @geoffreyhinton, along with collaborators, have created a beautiful and insightful bridge between physics and AI. They invented neural networks that were not only inspired by the brain, but also by central notions in physics such as energy, temperature, system dynamics, energy barriers, the role of randomness and noise, connecting the local properties, e.g., of atoms or neurons, to global ones like entropy and attractors. And they went beyond the physics to show how these ideas could give rise to memory, learning and generative models; concepts which are still at the forefront of modern AI research. Their ideas inspired me so profoundly that I decided to choose learning in neural networks for my own research as a graduate student. They motivated me to look for abstract principles that could be as simple as the laws of physics, but could explain biological as well as artificial intelligence. I'm truly delighted for them and for our field.

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Edward Mehrez retweetledi
Arrow Markets | $BTC & $ETH Options🔺
Arrow Markets | $BTC & $ETH Options🔺@ArrowMarkets·
Still bullish on $AVAX? If you're waiting to buy call options to get leveraged exposure, the wait is over! Arrow Markets is pleased to be the only DeFi options platform to offer AVAX options! Start trading today🔺 Arrow.Markets
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Edward Mehrez
Edward Mehrez@EdwardMehrez·
Join us in a little less than an hour for our space with @MarioNawfal @RoundtableSpace to hear what we are up to at @ArrowMarkets. Who knows, there might even be some alpha that drops 🤫👀
Arrow Markets | $BTC & $ETH Options🔺@ArrowMarkets

Archers 👀 We will be joining @MarioNawfal later today for a Twitter Space at 4:30 PM ET to talk about DeFi, trading, options, and more 🫡 Set a reminder and tune in 👇 twitter.com/i/spaces/1YpKk…

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0xMarioNawfal
0xMarioNawfal@RoundtableSpace·
INVESTMENT: Options markets are worth trillions. Yet, the average person knows so little about them. They’re complicated, the tools are complex, and the industry is dominated by intermediaries. As a result, only the top 1% makes money from options trading. Meet @ArrowMarkets, the first hybrid web3 options platform powered by $ARROW. Arrow Markets is optimized for user experience and suitable for option traders of every level. Instead of eliminating middlemen, Arrow Markets streamlines traditional options trading by connecting users with market makers, resulting in cheaper trading and fewer intermediaries. After sold out IDOs on Avalaunch and Polkastarter, Arrow Market recently launched on the centralized exchanges of Gate and MEXC. Know more on cjnsponsors.com/arrow-markets and tune in to their space at 4:30 pm EST on @MarioNawfal. DISCLAIMER: We are investors, and all investments have inherent risk, especially in crypto. This is definitely NOT financial advice, so don’t be lazy and do your own due diligence.
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Edward Mehrez retweetledi
Arrow Markets | $BTC & $ETH Options🔺
Arrow Markets | $BTC & $ETH Options🔺@ArrowMarkets·
Cheers to a fantastic New Year, Archers! 🏹🥂 May 2024 bring you plenty of successful trades and abundant profits! 🫡
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Edward Mehrez retweetledi
Ludger Paehler
Ludger Paehler@ludgerpaehler·
Super excited! We won the Best Poster award at the AI 4 Science workshop for our Koopman-Assisted Reinforcement Learning 🍾🥳🎉🥳 x.com/Prozwood/statu…
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Preston Rozwood@Prozwood

I'm proud to announce that my team and I will be presenting our work on Koopman-Assisted RL at the #NeurIPS2023 AI4Science Workshop. It will be on Saturday, Dec 16 from 2:20-2:25 PM CST in Hall C2. We will also be at the poster session, so please check us out! 🧵1/4

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Keşfet

@eigenron @eigensteve @gammaofzeta @docmilanfar @MarioNawfal @RoundtableSpace @ArrowMarkets @elonmusk