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Transformers Take Over: Transformers Applied to Vision, Language, Video, and More
In 2021, transformers were harnessed to discover drugs, recognize speech, and paint pictures — and much more.
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Multimodal AI Takes Off: Multimodal Models, such as CLIP and DALL·E, are taking over AI.
While models like GPT-3 and EfficientNet, which work on text and images respectively, are responsible for some of deep learning’s highest-profile successes, approaches that find relationships between text and images made impressive
Classification
Multimodal AI Takes Off: Multimodal Models, such as CLIP and DALL·E, are taking over AI.
While models like GPT-3 and EfficientNet, which work on text and images respectively, are responsible for some of deep learning’s highest-profile successes, approaches that find relationships between text and images made impressive
Classification
AI Goes Underground: Computer Vision From SewerAI Classifies Defective Pipes
A system from California startup SewerAI analyzes videos of underground pipes to prioritize those in need of repair.
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AI Goes Underground: Computer Vision From SewerAI Classifies Defective Pipes
A system from California startup SewerAI analyzes videos of underground pipes to prioritize those in need of repair.
Classification
Transformer Speed-Up Sped Up: How to Speed Up Image Transformers
The transformer architecture is notoriously inefficient when processing long sequences — a problem in processing images, which are essentially long sequences of pixels. One way around this is to break up input images and process the pieces
Classification
Transformer Speed-Up Sped Up: How to Speed Up Image Transformers
The transformer architecture is notoriously inefficient when processing long sequences — a problem in processing images, which are essentially long sequences of pixels. One way around this is to break up input images and process the pieces
Classification
Oddball Recognition: New Method Identifies Outliers in AI Training Data
Models trained using supervised learning struggle to classify inputs that differ substantially from most of their training data. A new method helps them recognize such outliers.
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Oddball Recognition: New Method Identifies Outliers in AI Training Data
Models trained using supervised learning struggle to classify inputs that differ substantially from most of their training data. A new method helps them recognize such outliers.
Classification
Risk Reduction for Elders: AI System Helps Elderly Stay on Their Feet
Deep learning is helping to protect elderly people from potentially catastrophic tumbles.What’s happening: More than 2,000 senior living facilities across the U.S. use a diagnostic system called VirtuSense Balance
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Risk Reduction for Elders: AI System Helps Elderly Stay on Their Feet
Deep learning is helping to protect elderly people from potentially catastrophic tumbles.What’s happening: More than 2,000 senior living facilities across the U.S. use a diagnostic system called VirtuSense Balance
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Shots in the Dark: Evidence shows Shotspotter altered evidence for police.
A crime-fighting AI company altered evidence to please police, a new investigation claims — the latest in a rising chorus of criticism. ShotSpotter modified the system’s findings in some cases.
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Revenge of the Perceptrons: Perceptrons do some AI tasks on par with complex AI.
Why use a complex model when a simple one will do? New work shows that the simplest multilayer neural network, with a small twist, can perform some tasks as well as today’s most sophisticated architectures.
Classification
Shots in the Dark: Evidence shows Shotspotter altered evidence for police.
A crime-fighting AI company altered evidence to please police, a new investigation claims — the latest in a rising chorus of criticism. ShotSpotter modified the system’s findings in some cases.
Classification
Revenge of the Perceptrons: Perceptrons do some AI tasks on par with complex AI.
Why use a complex model when a simple one will do? New work shows that the simplest multilayer neural network, with a small twist, can perform some tasks as well as today’s most sophisticated architectures.
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