Mingxing Tan @tanmingxing
Waymo Research, Google Brain Joined October 2013-
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Learn how DeepFusion, a fully end-to-end multi-modal 3D detection framework, applies a simple yet effective feature fusion strategy to unify the signals from two sensing modalities and achieve state-of-the-art performance. goo.gle/3M2UgRI
Open-domain dialog—where a model converses about any topic—is a key challenge for language models. Learn about LaMDA, a project to build dialog models that are more safe, grounded, high quality, and in line with our Responsible AI Principles ↓ goo.gle/3KJ2oXJ
As in past years, I've spent part of the holiday break summarizing much of the work we've done in @GoogleResearch over the last year. On behalf of @Google's research community, I'm delighted to share this writeup (this year grouped into five themes). ai.googleblog.com/2022/01/google…
Wish your neural networks faster and more accurate? Check out our recent EfficientNetV2 and CoAtNet, which significantly speed up the training and inference, while achieving state-of-the-art 90.88% top-1 accuracy on ImageNet.
Wish your neural networks faster and more accurate? Check out our recent EfficientNetV2 and CoAtNet, which significantly speed up the training and inference, while achieving state-of-the-art 90.88% top-1 accuracy on ImageNet.
🆕 The new EfficientNet V2 models are available on #TFHub! They’re a family of image classification models that achieves greater parameter efficiency and faster training speed. Take a look → goo.gle/3fAfmJ3
Happy to introduce CoAtNet: combining convolution and self-attention in a principled way to obtain better capacity and better generalization. 88.56% top-1 with ImageNet21K (13M imgs), matching ViT-huge with JFT (300M imgs). Paper: arxiv.org/abs/2106.04803
For those may have missed it, the official EfficientNetV2 weights are out for Tensorflow/Keras. I've converted the weights and verified all variants in #PyTorch (github.com/rwightman/pyto…). Thanks @tanmingxing and Google Brain for the consistent releases.
For those may have missed it, the official EfficientNetV2 weights are out for Tensorflow/Keras. I've converted the weights and verified all variants in #PyTorch (github.com/rwightman/pyto…). Thanks @tanmingxing and Google Brain for the consistent releases.
AK @_akhaliq
310K Followers 3K Following AI research paper tweets, ML @Gradio (acq. by @HuggingFace 🤗) dm for promo follow on Hugging Face: https://t.co/q2Qoey80Gx
Jim Fan @DrJimFan
230K Followers 3K Following @NVIDIA Sr. Research Manager & Lead of Embodied AI (GEAR Lab). Creating foundation models for Humanoid Robots & Gaming. @Stanford Ph.D. @OpenAI's first intern.
Ross Wightman @wightmanr
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Jeremy Howard @jeremyphoward
222K Followers 5K Following 🇦🇺 Co-founder: @AnswerDotAI & @FastDotAI ; Hon Professor: @UQSchoolITEE ; Digital Fellow: @Stanford
rohan anil @_arohan_
12K Followers 2K Following Principal Engineer, @GoogleDeepMind Gemini. prev PaLM-2. Tinkering with optimization and distributed systems. opinions are my own.
Jeff Dean (@🏡) @JeffDean
296K Followers 6K Following Chief Scientist, Google DeepMind and Google Research. Co-designer/implementor of things like @TensorFlow, MapReduce, Bigtable, Spanner, Gemini .. (he/him)
Sander Dieleman @sedielem
50K Followers 2K Following Research Scientist at Google DeepMind. I tweet about deep learning (research + software), music, generative models (personal account).
Tanishq Mathew Abraha.. @iScienceLuvr
54K Followers 1K Following PhD at 19 | Founder and CEO at @MedARC_AI | Research Director at @StabilityAI | @kaggle Notebooks GM | Biomed. engineer @ 14 | TEDx talk➡https://t.co/xPxwKTq6Qb
Aleksa Gordić 🍿�.. @gordic_aleksa
19K Followers 217 Following https://t.co/mcuQvV8wEa proud father of 16 A100s & 16 H100s flirting with LLMs, tensor core maximalist x @GoogleDeepMind @Microsoft
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Tim Gleason @neuralNet314
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Katherine Xu @KateYXu
169 Followers 921 Following @Penn PhD student • @MIT CS '22 🤺 • computer vision + generative AI
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DaiMei @hm2hou
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MD TANZIM ALAHI @AlahiTanzim
5 Followers 873 Following I live for my dream and my passion always drives me.
Charles Qi @charles_rqi
7K Followers 220 Following Autopilot and AI @Tesla | Prev: Research Scientist & Manager @Waymo | Postdoc @FAIR, PhD @Stanford | COO at the Lighthouse Mentorship Program.
Jesse Brezeale @JeBrezea
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long @copermaxim
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tuanh208 @tuanh208
40 Followers 72 Following PhD Student at @CoML_ENS, @InriaParisNLP and @MetaAI with Benoît Sagot and Emmanuel Dupoux, working on Language Modeling from Speech
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23 Followers 3K Following
Qijun Tan @tanqijun90
39 Followers 116 Following
super intelligence @eacc72
12 Followers 688 Following GPT6 is a Level 2 AGI and will be released in 2025
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IA Diario @IaDiario
110 Followers 2K Following Soy un aficionado de la Inteligencia artificial que quiere transmitir su increible poder para desatar tu potencial creativo y eficientizar tu trabajo.
Yelena Primo @yele_pr
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Bill Xing @BillXing7
194 Followers 1K Following Tech Investor, Investment Vice President at 5Y Capital, https://t.co/SQAjATQWSX
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564 Followers 5K Following Project Head - Steel, Oil & Gas Sector Industries, Electronics Engineer. Retweets are not always an endorsement.
Guillaume Thomas @GThomas3_1415
59 Followers 384 Following
Wendy Happy @WendyHappy23
356 Followers 2K Following
Pascal Guay @pascalnet
2K Followers 2K Following Creates AI projects useful to the world. Loves to educate. Do only good everyday, be wholesome to people. Dogecoin tip jar: DL8XxKdUtz4qthNr6yi2NUbJoSJdSprZXr
₿bernard @b_bernardeschi
1K Followers 4K Following 👨🏼💻 Tech Enthusiast | AI Researcher | Data Scientist 📉 Day Trader 🎮 Gamer 🪙 Libertarian
AK @_akhaliq
310K Followers 3K Following AI research paper tweets, ML @Gradio (acq. by @HuggingFace 🤗) dm for promo follow on Hugging Face: https://t.co/q2Qoey80Gx
Andrej Karpathy @karpathy
980K Followers 905 Following 🧑🍳. Previously Director of AI @ Tesla, founding team @ OpenAI, CS231n/PhD @ Stanford. I like to train large deep neural nets 🧠🤖💥
Yann LeCun @ylecun
712K Followers 719 Following Professor at NYU. Chief AI Scientist at Meta. Researcher in AI, Machine Learning, Robotics, etc. ACM Turing Award Laureate.
Lucas Beyer (bl16) @giffmana
56K Followers 446 Following Researcher (Google DeepMind/Brain in Zürich, ex-RWTH Aachen), Gamer, Hacker, Belgian. Mostly gave up trying mastodon as [email protected]
Google DeepMind @GoogleDeepMind
944K Followers 275 Following We’re a team of scientists, engineers, ethicists and more, committed to solving intelligence, to advance science and benefit humanity.
AI at Meta @AIatMeta
532K Followers 255 Following Together with the AI community, we are pushing the boundaries of what’s possible through open science to create a more connected world.
Andrew Ng @AndrewYNg
1.0M Followers 913 Following Co-Founder of Coursera; Stanford CS adjunct faculty. Former head of Baidu AI Group/Google Brain. #ai #machinelearning, #deeplearning #MOOCs
Ross Wightman @wightmanr
18K Followers 1K Following Computer Vision @ 🤗. Ex head of Software, Firmware Engineering at a Canadian 🦄. Currently building ML, AI systems or investing in startups that do it better.
Soumith Chintala @soumithchintala
187K Followers 883 Following Cofounded and lead @PyTorch at Meta. Also dabble in robotics at NYU. AI is delicious when it is accessible and open-source.
PyTorch @PyTorch
380K Followers 77 Following Tensors and neural networks in Python with strong hardware acceleration. PyTorch is an open source project at the Linux Foundation. #PyTorchFoundation
Jeremy Howard @jeremyphoward
222K Followers 5K Following 🇦🇺 Co-founder: @AnswerDotAI & @FastDotAI ; Hon Professor: @UQSchoolITEE ; Digital Fellow: @Stanford
Jürgen Schmidhuber @SchmidhuberAI
107K Followers 0 Following Invented principles of meta-learning (1987), GANs (1990), Transformers (1991), very deep learning (1991), etc. Our AI is used many billions of times every day.
rohan anil @_arohan_
12K Followers 2K Following Principal Engineer, @GoogleDeepMind Gemini. prev PaLM-2. Tinkering with optimization and distributed systems. opinions are my own.
Google AI @GoogleAI
2.2M Followers 23 Following Google AI is focused on bringing the benefits of AI to everyone. In conducting and applying our research, we advance the state-of-the-art in many domains.
Jeff Dean (@🏡) @JeffDean
296K Followers 6K Following Chief Scientist, Google DeepMind and Google Research. Co-designer/implementor of things like @TensorFlow, MapReduce, Bigtable, Spanner, Gemini .. (he/him)
Eric Jang @ericjang11
69K Followers 3K Following physical AGI at 1X. Author of "AI is Good for You" https://t.co/eFg4WXhg0p
Tesla AI @Tesla_AI
149K Followers 14 Following Developing & deploying autonomy at scale in vehicles, robots & more
Charles Qi @charles_rqi
7K Followers 220 Following Autopilot and AI @Tesla | Prev: Research Scientist & Manager @Waymo | Postdoc @FAIR, PhD @Stanford | COO at the Lighthouse Mentorship Program.
George Hotz 🌑 @realGeorgeHotz
248K Followers 174 Following President @comma_ai. Founder @__tinygrad__
Richard Sutton @RichardSSutton
26K Followers 37 Following Student of mind and nature, libertarian, chess player, cancer survivor. @ Keen Technologies, UAlberta, Amii, RLAI, The Royal Society, RichSutton.eth
Evan @StockMKTNewz
422K Followers 380 Following Free Stock Market News that is FAST, ACCURATE, CONSISTENT, and RELIABLE | Not Just Stock News | Check out my Linktree ⬇️
#ICCV2023 @ICCVConference
8K Followers 62 Following Official account for the IEEE/CVF International Conference on Computer Vision. #ICCV2023 Paris 🇫🇷 co-hosts @abby621, @BoqingGo and @CSProfKGD.
Mustafa Suleyman @mustafasuleyman
131K Followers 536 Following CEO, Microsoft AI | Author: The Coming Wave | Past: Co-founder, @InflectionAI & @GoogleDeepMind
Jamie Shotton @Jamie_Shotton
4K Followers 675 Following Embodied AI, Vision, Autonomy, ML, and Mixed Reality. Chief Scientist at @wayve_ai. Ex-Leader of Mixed Reality & AI Labs at Microsoft.
koray kavukcuoglu @koraykv
8K Followers 84 Following VP of Research and Technology at Google DeepMind
Alex Kendall @alexgkendall
10K Followers 591 Following CEO at @wayve_ai teaching cars how to drive with machine learning. 🇳🇿
Aakanksha Chowdhery @achowdhery
7K Followers 3K Following LLMs @ Google DeepMind :: PaLM, Gemini // Previously @MSFTResearch, @Stanford, @Princeton // views my own and subject to change
Jonathan Ho @hojonathanho
4K Followers 152 Following
Durk Kingma @dpkingma
35K Followers 348 Following Deep learning, mostly generative models. Prev. Google Brain/DeepMind, founding team @OpenAI. Inventor of the VAE, Adam optimizer, among other things. ML PhD.
Drago Anguelov @AnguelovDrago
328 Followers 21 Following
JamesLaudon @JamesLaudon
85 Followers 57 Following Husband. Father. Engineering Director. Science & book nerd. Lifelong hockey player. Grew up in small town USA. Adult life lived in Madison,SF Bay Area, Boulder.
Saining Xie @sainingxie
14K Followers 1K Following researcher in #deeplearning #computervision | assistant professor at @NYU_Courant @nyuniversity | previous: research scientist @metaai (FAIR) @UCSanDiego
Shimon Whiteson @shimon8282
15K Followers 404 Following Professor of Computer Science at Oxford. Head of Research at Waymo UK.
Boris Sofman @bsofman
2K Followers 213 Following Engineering @Waymo, leading Autonomous Trucking. Previously CEO @ Anki. Staying busy, with lots of fun being in the thick of it with 3 kids.
Kyle Vogt @kvogt
54K Followers 157 Following Former CEO at Cruise. Co-founder at Twitch. Board member at food tech co's Upside Foods & Nobell Foods.
cruise @Cruise
44K Followers 937 Following Building the world's most advanced self-driving vehicles.
Chenxi Liu @chenxi116
688 Followers 247 Following Gemini Multimodal Bard | Research Scientist @GoogleDeepMind | Previously: @Waymo @JohnsHopkins
Charles Sutton @RandomlyWalking
17K Followers 1K Following Research scientist @GoogleAI / Previously academic @InfAtEd / Deep learning to help people write code. / @[email protected] / ❤️s:🐱🐶☕️🍕
Jascha Sohl-Dickstein @jaschasd
19K Followers 625 Following Member of the technical staff @ Anthropic. Most (in)famous for inventing diffusion models. AI + physics + neuroscience + dynamics.
Anna Goldie @annadgoldie
5K Followers 118 Following Sr. Staff Research Scientist at @GoogleDeepMind | @StanfordNLP. Prev: @AnthropicAI, @MIT.
Been Kim @_beenkim
23K Followers 453 Following Research Scientist at Google DeepMind, PhD from MIT. Make machines empower people. @[email protected]
Sergey Ivanov @SergeyI49013776
5K Followers 262 Following AI Applied Scientist. Follow for cool AI stuff. Opinions are NOT my own, they are part of the simulation.
Zoubin Ghahramani @ZoubinGhahrama1
24K Followers 616 Following VP Research, Google DeepMind, ex-head of Google Brain. Professor at University of Cambridge. Machine Learning Researcher. ex-Chief Scientist & VP of AI, Uber.
Daniel De Freitas @dan_defr
2K Followers 228 Following President and co-founder, https://t.co/l1kliQYPU5
TuSimple @TuSimpleAI
6K Followers 337 Following Autonomous trucking technologies to make freight transportation safer, more efficient and more environmentally friendly.
Matthew Johnson @SingularMattrix
12K Followers 3K Following Researcher at Google Brain. I work on JAX (https://t.co/UGa5tGfinF).
David Luan @jluan
9K Followers 1K Following led Google’s large models effort, director @googleai. former vp engineering @openai. interested in ML + society. all about type II fun.
Ashish Vaswani @ashVaswani
19K Followers 2K Following
Tanishq Mathew Abraha.. @iScienceLuvr
54K Followers 1K Following PhD at 19 | Founder and CEO at @MedARC_AI | Research Director at @StabilityAI | @kaggle Notebooks GM | Biomed. engineer @ 14 | TEDx talk➡https://t.co/xPxwKTq6QbNew open-source language model from Google AI: Flan-T5 🍮 Flan-T5 is instruction-finetuned on 1,800+ language tasks, leading to dramatically improved prompting and multi-step reasoning abilities. Public models: bit.ly/3sbNPDJ Paper: arxiv.org/abs/2210.11416
Honored that our 2012 paper "Building High-level Features Using Large Scale Unsupervised Learning" received an @icmlconf Test of Time Award honorable mention! Joint work with @quocleix, @MarcRanzato, @rajatmonga, Matthieu Devin, Kai Chen, @greg_corrado, myself, & @AndrewYNg.
I've been comparing a lot of transformer variants on large models (400M params): Post/Pre-LN, DeepNet, NormFormers, Swin v2, GLU variants, RMSNorm, Sandwich LN, with GELU, Swish, SmeLU… More than 2,000h of total training time on TPU v3's 😯 Here are my findings 🤓
PolyLoss (openreview.net/forum?id=gSdSJ…) is an ICLR 2022 paper which investigates the modifying the Cross Entropy objective in various ways, seemed like a strange idea to me that we might modify or even learn the loss function so played around with it a bit. 🧵
#AI #MachineLearning #DeepLearning #DataScience #ICLR2022 #PolyLoss #Mathematics #Math
Still using cross-entropy loss or focal loss? Now you have a better choice: PolyLoss Our ICLR’22 paper shows: with one line of magic code, Polyloss improves all image classification, detection, and segmentation tasks, sometimes by a large margin. Arixv: arxiv.org/abs/2204.12511
Wow! I am yet to read the paper and play with the code. But I find such simple and "basic" ideas really beautiful.
Still using cross-entropy loss or focal loss? Now you have a better choice: PolyLoss Our ICLR’22 paper shows: with one line of magic code, Polyloss improves all image classification, detection, and segmentation tasks, sometimes by a large margin. Arixv: arxiv.org/abs/2204.12511
A new framework for designing loss functions, PolyLoss, that outperforms cross-entropy loss and focal loss on image classification, instance segmentation, object detection, and 3D object detection tasks. #DeepLearning
Still using cross-entropy loss or focal loss? Now you have a better choice: PolyLoss Our ICLR’22 paper shows: with one line of magic code, Polyloss improves all image classification, detection, and segmentation tasks, sometimes by a large margin. Arixv: arxiv.org/abs/2204.12511
@tanmingxing Adding this to my bag of magic ML tricks
@tanmingxing Congrats! I am one of reviewers for this paper. 😅 I like it.
Learn how DeepFusion, a fully end-to-end multi-modal 3D detection framework, applies a simple yet effective feature fusion strategy to unify the signals from two sensing modalities and achieve state-of-the-art performance. goo.gle/3M2UgRI
Introducing the 540 billion parameter Pathways Language Model. Trained on two Cloud #TPU v4 pods, it achieves state-of-the-art performance on benchmarks and shows exciting capabilities like mathematical reasoning, code writing, and even explaining jokes. goo.gle/3j6eMnK
Revisiting Multi-Scale Feature Fusion for Semantic Segmentation abs: arxiv.org/abs/2203.12683 ESeg-Lite-L runs at 79 FPS and achieves 80.1% mIoU, largely closing the gap between real-time and high performance segmentation models
"We build a grid of Block-NeRFs from 2.8 million images to create the largest neural scene representation to date, capable of rendering an entire neighborhood of San Francisco."
Block-NeRF: Scalable Large Scene Neural View Synthesis abs: arxiv.org/abs/2202.05263 project page: waymo.com/research/block…
As in past years, I've spent part of the holiday break summarizing much of the work we've done in @GoogleResearch over the last year. On behalf of @Google's research community, I'm delighted to share this writeup (this year grouped into five themes). ai.googleblog.com/2022/01/google…
I’ve been tweeting about Covid for nearly 2 years. But this week it became personal when my 28-year-old younger son got it. With his permission, I’ll describe his experience & how I approached his situation, given the realities of life and the rapidly changing evidence.(1/25)
New in the #WolframNetRepo: Detect and localize objects with EfficientDet Trained on MS-COCO Data. wolfr.am/10Yc6jEHg Thanks @tanmingxing, @ruomingpang, @quocleix at @Google for creating this model wolfr.am/10YcakozM. #WolframNetRepo #neuralnetwork #ML #AI
Day 24/30: 🥇 EfficientDet is a very popular object detection model for a good reason! Let’s see why 📌 EfficientDet achieved State-Of-The-Art (SOTA) accuracy while reducing both the size of parameters, and the FLOPS, when it was released. It’s still a very good contender.
EfficientNetV2 from @GoogleAI proposes faster training with smaller datasets for image classification. Try it directly in the browser with this @Gradio demo! huggingface.co/spaces/osansev… Blog: ai.googleblog.com/2021/09/toward…
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