Many useful computer vision models are trained on large corpora of public data, such as ImageNet. But some applications — models that analyze medical images ...

Modern AI models, such as those that recognize images and speech, are highly data dependent. While some public-domain data sets are available to train such ...

Deep-learning models are data driven, and that data may contain sensitive information that requires privacy protection. Differential privacy (DP) is a ...

Many of today’s most innovative computation-based products and solutions are fueled by data. Where those data are private, it is essential to protect them ...

At this year's International Conference on Machine Learning (ICML), Amazon researchers have several papers on bandit problems and differential privacy, two ...