Simon Prince

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Simon Prince

Simon Prince

@SimonPrinceAI

Professor of Computer Science, University of Bath

Toronto, Ontario 가입일 Temmuz 2019
322 팔로잉10.7K 팔로워
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Simon Prince
Simon Prince@SimonPrinceAI·
Are you (or is someone you know) teaching AI / ML / Deep Learning this year? My forthcoming book (freely available at udlbook.com) will save you a lot of time. This thread will show you why.
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Simon Prince
Simon Prince@SimonPrinceAI·
Here is part VI of my series of tutorials on ODEs and SDEs in machine learning for @RBCBorealis. rbcborealis.com/research-blogs… To solve SDEs we must integrate the noise term and to this end, we develop the stochastic integral. It's solution is a stochastic process with mean zero.
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MuttaQi
MuttaQi@Janon_matters·
@SimonPrinceAI Is this free of cost to learn?
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Simon Prince
Simon Prince@SimonPrinceAI·
I was unimpressed by online education platforms, so I built my own and am migrating "Understanding Deep Learning" onto it. Features include: animations, interactive figures, problems, notebooks, and AI integration. It's early days, but feel free to take a look! Link in replies.
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Simon Prince
Simon Prince@SimonPrinceAI·
You can find the website at iclimbtrees.com. You have to sign in (but it's free) and it's really only suitable for tablet or larger screens. Please send me feedback if it doesn't work for you!
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Simon Prince
Simon Prince@SimonPrinceAI·
Wow. Understanding Deep Learning has now been downloaded half a million times. Thank you so much everyone! I was overjoyed when it hit 100k so this is completely mindblowing. I'm so thrilled that people are finding it useful.
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Simon Prince
Simon Prince@SimonPrinceAI·
@Zammy_bg Mail me at the address at the top of the notebook and I'll send them to you!
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Evgeni Petrov
Evgeni Petrov@Zammy_bg·
@SimonPrinceAI Hello, I started checking out your notebooks from udlbook.github.io/udlbook/. I was wondering if there are "answers" to the questions post in the notebooks. I do not feel completely comfortable using LLMs to answer the questions.
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Simon Prince
Simon Prince@SimonPrinceAI·
This year, I've been writing a new series of articles on ODEs and SDEs for machine learning (suitable for people with zero experience of differential equations). You can find the most recent article (on closed-form solutions for ODEs) here: rbcborealis.com/research-blogs…
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Simon Prince
Simon Prince@SimonPrinceAI·
Last year I wrote seven tutorials for @RBCBorealis on infinite-width neural networks. Topics included the neural tangent network, Bayesian neural networks and Neural Network Gaussian processes. Includes working code and many novel figures. rbcborealis.com/research-blogs…
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Simon Prince
Simon Prince@SimonPrinceAI·
My friend @TylerJohnMills is looking for collaborators to work on the ARC-AGI competition. This benchmark is interesting and encourages creative approaches to AI. Tyler helped me with my book and would be a fun person to work with. Get in touch directly if you are interested.
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Axel Pond
Axel Pond@axel_pond·
@jxmnop pointless to write a textbook in deep learning the past 5 years, it will be outdated by the time it's finished.
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dr. jack morris
dr. jack morris@jxmnop·
crazy to me that the one seminal textbook on Deep Learning was written in 2015. ten years ago. before we invented transformers, pretraining, RLHF, reasoning, diffusion, MOEs... i think AI researchers these days may be too busy to write textbooks. but we need a new one, badly
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Simon Prince
Simon Prince@SimonPrinceAI·
@wondering_camel @jxmnop Definitely more up to date than Goodfellow! Chat GPT and so RHLF came out 1 month before my publishing deadline so only mentioned in passing. Blogs about them though via the book website. MoE is a very old idea...
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Simon Prince
Simon Prince@SimonPrinceAI·
If you are in the US and are considering buying a hard copy of Understanding Deep Learning, then it is currently available at 37% off on Amazon, for a very reasonable USD 56.99.
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Simon Prince
Simon Prince@SimonPrinceAI·
Exciting news! @TravisLacroix (who co-wrote the chapter on ethics in Understand Deep Learning) has a new book out "AI and Value Alignment". Recommended reading for anyone serious about ethics and AI. Details at: value-alignment.github.io Buy it here: #tab-description" target="_blank" rel="nofollow noopener">broadviewpress.com/product/artifi…
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Simon Prince
Simon Prince@SimonPrinceAI·
@eeuoss @_yangdf Lol, always happy to help an iPad charge. Just kidding. Thanks for your kind words!
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Eugene Ostroukhov
Eugene Ostroukhov@eeuoss·
@_yangdf The @SimonPrinceAI DL book (the one I use as a stand for iPad charging) is by far the best one for learning neural networks. Reads like a novel!
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Eugene Ostroukhov
Eugene Ostroukhov@eeuoss·
I tried. 4 years ago I decided to leave Apple ecosystem. I used to get iMacs but they downgraded them to 24 inches and I was skeptical of Apple silicon and lack of CUDA for my experiments. Now I’m back home! M4Max felt like an optimal choice, 128Gb ram should be enough to play with local LLMs.
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Simon Prince
Simon Prince@SimonPrinceAI·
Here is part III of my series for @RBCBorealis on ODEs and SDEs in machine learning. This article develops methods for solving first-order ODEs in closed form; we divide ODEs into different families and develop approaches to solve each family. rbcborealis.com/research-blogs…
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Simon Prince
Simon Prince@SimonPrinceAI·
Here's the 2nd part of my series of articles on ODEs and SDEs in ML for @RBCBorealis. rbcborealis.com/research-blogs… The article describes ODEs, vector ODEs, and PDEs and categorizes ODEs by how their solutions are related. It also describe conditions for an ODE to have a solution.
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