May 15, 2019

7 Posts

 Synthetically generated images of cars in motion
May 15, 2019

The Batch: Explainable AI, Smaller Models, Labeled Data On Tap, Algorithms On Trial

I’ve been thinking a lot about "small data." If you have an image classification problem and 1,000,000 images, then dozens of teams around the world can build a good classifier.
People working on a trading room
May 15, 2019

When Good Models Do Bad Things

A lawsuit in London could set precedents for how to allocate responsibility when algorithms make poor predictions.
Some results from an international survey of executives who are using AI at scale
May 15, 2019

Hopes and Fears For AI in Business

Corporate executives worldwide are gearing up to take advantage of AI. But those in different countries aim to use the technology differently, and they bring different hopes and fears.
Samples of Sketches produced by humans and Sketchforme used in the AMT user study
May 15, 2019

Digital Doodles

Wish you could draw, but your elephants look like crocodiles? Sketchforme doesn’t have that problem. This AI agent roughs out simple scenes based on text descriptions.
Explanation graph, related to Explainable Boosting Machine
May 15, 2019

Toward Explainable AI

Machine learning systems are infamous for making predictions that can’t readily be explained. Now Microsoft offers an open source tool kit providing a variety of ways to interrogate models.
Test accuracy on Lenet (iterative pruning) as training proceeds
May 15, 2019

Weight Loss for AI

Larger neural networks can deliver better results, yet researchers found a way to make deep learning models perform just as well at one-tenth the size. Their work was awarded best paper at this year's International Conference on Learning Representations.
 Synthetically generated images of cars in motion
May 15, 2019

Labeled Data On Tap

Data wranglers have tried bulking up training data sets with synthetically generated images, but such input often fails to capture real-world variety. Researchers propose a way to generate labeled data for visual tasks that aims to bring synthetic and real worlds into closer alignment.

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