Alvin Wan

5/5 - Check out the original paper; if you’re at ICML, find me at Hall 1 #729 today 7/26, 11a-12:30p! Paper: github.com/apple/ml-upsca… arXiv: arxiv.org/abs/2307.08771 Collaboration with: @HanxiangHao, @kaushikpatnaik, Sam Xu, @hadad_omer, @dgueraco, @jrenzhile, Qi Shan

4/5 - For latency, reordering is both beneficial and necessary. Without it, the pruned model is actually 🚨slower🚨 than the *original, unpruned model. Fortunately, reordering reduces latency by 8.6% on average, benefiting even tiny models such as SqueezeNet (-24.9%)📈

Optimizing latency & accuracy for neural networks that fit on your phone! Introducing UPSCALE - a new export algorithm for pruned vision models with a 2.1% accuracy boost and up to 2X faster inference speeds! #ICML2023 🧵👇 Website: upscale.aaalv.in

Curious what explainable AI fails to explain? Check it out: youtu.be/fQ2eNFCSRiA or learn more about Neural-Backed Decision Trees on our website: nbdt.aaalv.in (just accepted by ICLR 2021)

Do we have to give up privacy to automatically track COVID-19 exposure? Several govt’s around the world have decided “yes,” but there’s an alternative. Just published 👉 @covista/governments-vs-big-tech-resolving-differences-in-contact-tracing-b3d39193bfe4" target="_blank" rel="nofollow noopener">medium.com/@covista/gover…

@vinayprabhu @TDataScience Thanks! LOL That pic reminds of this unrel dataset: di.ens.fr/willow/researc…

Just published in @TDataScience "What Explainable AI fails to explain (and how we fix that)" towardsdatascience.com/what-explainab…. Feedback welcome!

@vinayprabhu @TDataScience Oops, thanks for letting me know. It looks like the instance went down because it was overwhelmed. Launching a new instance now with higher capacity.

"Explaining what Explainable AI Did Not": @lvinwan describes how to make models as accurate as neural networks but with an interpretable decision process in the new BAIR blog! bair.berkeley.edu/blog/2020/04/2… #xai

@19arr87 Thanks! Yep, NBDTs can be used for any classification task, including for NLP. We haven't tried it on NLP ourselves though.

@lvinwan @TDataScience Looks fantastic! Could it also be used for NLP models interpretation?

How to do scroll-linked animations the right way blog.logrocket.com/how-to-do-scro… (As ever, IntersectionObserver is the perfect API for this kind of thing.)

In Part 1 of an upcoming article series by @lvinwan, you can learn how to build a simple, interactive VR model for an endless runner game — with webVR and a number of cool A-Frame concepts. ↬ Article: smashingmagazine.com/2019/03/virtua… ↬ Demo: ergo-1.glitch.me

✏️ An introduction to programming in three dimensions and a guide to deploying a virtual reality model on the web, by @lvinwan: smashingmagazine.com/2018/11/virtua…

I'm teaching a new online lesson "Build a Face-Swapping Filter Using Computer Vision" skl.sh/2PtwhBm via @skillshare!

✏️ What are the fundamentals of machine learning, and what are the necessary tools to evaluate risk and other concerns in a machine learning application? @lvinwan covers everything you need to get started: smashingmagazine.com/2018/09/gettin…