Image recognition examples
Google

Smaller Models, Bigger Biases

Compression methods like parameter pruning and quantization can shrink neural networks for use in devices like smartphones with little impact on accuracy — but they also exacerbate a network’s bias.
2 min read
Animation showing AlphaFold working
Google

Biomedical Treasure Chest

DeepMind opened access to AlphaFold, a model that finds the shapes of proteins, and to its output so far — a potential cornucopia for biomedical research. The research lab, a division of Google’s parent company Alphabet, made AlphaFold freely available.
2 min read
Frozen Pretrained Transformer (FPT) explained
Google

Transformers: Smarter Than You Think

The transformer architecture has shown an uncanny ability to model not only language but also images and proteins. New research found that it can apply what it learns from the first domain to the others.
2 min read
Image showing how object detectors work
Google

I Know It When I See It

Object detectors typically detect only items that were labeled in their training data. A new method liberates them to locate and recognize a much wider variety of objects.
2 min read
Few-shot Learning with a Universal Template (FLUTE)
Google

Pattern for Efficient Learning

Getting high accuracy out of a classifier trained on a small number of examples is tricky. You might train the model on several large-scale datasets prior to few-shot training, but what if the few-shot dataset includes novel classes? A new method performs well even in that case.
2 min read
A neural network wrote the blueprint for upcoming computer chips
Google

Computers Making Computers

A neural network wrote the blueprint for upcoming computer chips that will accelerate deep learning itself. Google engineers used a reinforcement learning system to arrange the billions of minuscule transistors in an upcoming version of its Tensor Processing Unit (TPU) chips.
2 min read
Different models in production
Google

ML in Production: Essential Papers

Deploying models for practical use is an industrial concern that generally goes unaddressed in research. As a result, publications on the subject tend to come from the major AI companies.
2 min read
Craig Wiley speaking
Google

MLOps for All

Craig Wiley has journeyed from the hand-deployed models of yore to the pinnacle of automated AI. Today, as chief product manager of Google Cloud’s AI services, he’s making advanced tools and processes available to anyone with a credit card.
3 min read
Animation showing a methaforical transition from AI to a green environment
Google

Greener Machine Learning

A new study suggests tactics for machine learning engineers to cut their carbon emissions. Led by David Patterson, researchers at Google and UC Berkeley found that AI developers can shrink a model’s carbon footprint a thousand-fold by streamlining architecture...
1 min read
System designed to isolate changes in the pose of a two-dimensional figure
Google

Motion Mapper

In some animated games, different characters can perform the same actions — say, walking, jumping, or casting spells. A new system learned from unlabeled data to transfer such motions from one character to another.
2 min read
Sequence related to image processing
Google

Vision Models Get Some Attention

Self-attention is a key element in state-of-the-art language models, but it struggles to process images because its memory requirement rises rapidly with the size of the input. New research addresses the issue with a simple twist on a convolutional neural network.
2 min read
Tag-Retrieve-Compose-Synthesize (TReCS)
Google

Pictures From Words and Gestures

A new system combines verbal descriptions and crude lines to visualize complex scenes. Google researchers led by Jing Yu Koh proposed Tag-Retrieve-Compose-Synthesize (TReCS), a system that generates photorealistic images by describing what they want to see while mousing around on a blank screen.
2 min read
Mark Zuckerberg talking about Facebook's smart glasses
Google

ID By Eyeglasses?

Smart glasses in the works at Facebook may be equipped with face recognition. The social media colossus plans to market augmented-reality headgear, and it’s considering a feature that would overlay a person’s name on their face.
1 min read
Margaret Mitchell, Marian Croak and Timnit Gebru pictured
Google

Google Overhauls Ethical AI Team

Having dismissed two key researchers, Google restructured its efforts in AI ethics. Marian Croak, an accomplished software engineer and vice president of engineering at Google, will lead a new center of expertise in responsible AI, the company announced.
2 min read
Model predicting ingredients in a recipe and woman cooking
Google

Cake + Cookie = Cakie

AI may help revolutionize the human diet – or dessert, at least.What’s new: Google applied AI engineer Dale Markowitz and developer advocate Sara Robinson trained a model to predict whether a recipe is a
1 min read

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