David Low @davidlowjw
Director of Advanced Analytics @ Singtel davidlowjw.github.io Singapore Joined September 2010-
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Promising. Everyone should hope that we can throw away tokenization in LLMs. Doing so naively creates (byte-level) sequences that are too long, so the devil is in the details. Tokenization means that LLMs are not actually fully end-to-end. There is a whole separate stage with…
Promising. Everyone should hope that we can throw away tokenization in LLMs. Doing so naively creates (byte-level) sequences that are too long, so the devil is in the details. Tokenization means that LLMs are not actually fully end-to-end. There is a whole separate stage with…
Why does ChatGPT work so well? Is it “just scaling up GPT-3” under the hood? In this 🧵, let’s discuss the “Instruct” paradigm, its deep technical insights, and a big implication: “prompt engineering” as we know it may likely disappear soon:👇
I recently spoke with a journalist about applications of Graph Neural Networks. I made a few slides to facilitate the discussion. I share them here -- hopefully they can be useful :) dropbox.com/s/u82gcg3aath3…
How many can you recognize? 👶🏻 (From @TheInsaneApp)
I have a postdoctoral opening for a project GraphNNs+Ophthalmology. The position is available asap. The duration is one year, renewable another year on mutual agreement. Given the current restrictions, priority will be given to Singaporeans/PRs.
I couldn't resist. With contributions from @maxhkw
My main talks on Graph Neural Networks in 2020 1. Introduction to GNNs youtube.com/watch?v=Iiv9R6… 2. Recent developments in GNNs youtube.com/watch?v=M60hux… 3. Benchmarking GNNs youtube.com/watch?v=tuChBS… Hope they can be useful. Happy new year to everyone !
Sharing my lecture slides on "Recent Developments of Graph Network Architectures" from my deep learning course. It is a review of some exciting works on GNNs published in 2019-2020. #feelthelearn rb.gy/quo3n6
Hi #Singapore! Do you want to learn #AI and #DeepLearning with an #expert? I will #teach a 3-day #course (lectures and coding exercises) on Dec 7-9 at One-North. Register here: rb.gy/xuvh2a @SkillsFutureSG @SmartNationSG @SGInnovate
"Multi-Head Attention: Collaborate Instead of Concatenate" -@jb_cordonnier @loukasa_tweet M. Jaggi (EPFL). Multi-head attention is critical to train Transformers, but most attention heads can later be pruned/are redundant. This paper asks why! 🧐 Paper: arxiv.org/abs/2006.16362
.@ylecun @OriolVinyalsML @wellingmax @PeterWBattaglia @69alodi S. Jegelka S. Osher and I are organizing an exciting workshop on the intersection of deep learning and combinatorial optimization at @ipam_ucla on Feb 22-26 2021. ipam.ucla.edu/programs/works…
Your state-of-the-art method is only state-of-the-art if other people can actually use it.
I built a library and API to analyze and visualize the AI/ML citation graph. It comes with notebooks that you can run locally or in Google Colab: github.com/dennybritz/pap… What is this useful for? Here's an example (1/3)
The frequency of random seeds between 0 and 1000 on github (data from grep.app)
Introducing ProGen, a large language model trained on 280 million protein sequences that can generate viable proteins based on user specifications. A step towards AI & #nlpproc helping cure disease and clean our planet. Paper: biorxiv.org/content/10.110… Blog: blog.einstein.ai/progen
New paper on benchmarking graph neural networks w/ @vijaypradwi @chaitjo T. Laurent and Y. Bengio arxiv.org/pdf/2003.00982… Our goal was to identify trends and good building blocks for GNNs.
Excited to share a blog post on the connection between #Transformers for NLP and #GraphNeuralNetworks (GNNs or GCNs). graphdeeplearning.github.io/post/transform…
Plotly's interactive parallel coordinates plot is really nice to build some insights on the impact of hyper-parameters on the generalization performance.
Transformers as Soft Reasoners over Language "we explore whether transformers can similarly learn to reason (or emulate reasoning), but using rules expressed in language, thus bypassing a formal representation." arxiv.org/abs/2002.05867 Datasets and demo: rule-reasoning.apps.allenai.org
We've trained an AI system to solve the Rubik's Cube with a human-like robot hand. This is an unprecedented level of dexterity for a robot, and is hard even for humans to do. The system trains in an imperfect simulation and quickly adapts to reality: openai.com/blog/solving-r…

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YieldCurveEdge🇺�... @Cotoo840
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Pliny the Liberator �... @elder_plinius
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CZ 🔶 BNB @cz_binance
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