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Algorithms for Verifying Deep Neural Networks
Neural networks have been widely used in many applications, such as image classification and understanding, language processing, and control of autonomous systems. These networks …
Deep Learning
Deep Learning provides an overview of general deep learning methodology and its applications to a variety of signal and information processing tasks. The application areas are …
Indivisible: Coming Home to Our Deep Connection
There are more people living alone than at any time in history, and more depression than ever recorded. Violence to each other and ourselves continues to cast long shadows across …
Learning Deep Architectures for AI
Can machine learning deliver AI? Theoretical results, inspiration from the brain and cognition, as well as machine learning experiments suggest that in order to learn the kind of …
Deep Learning in Object Recognition, Detection, and Segmentation
As a major breakthrough in artificial intelligence, deep learning has achieved impressive success on solving grand challenges in many fields including speech recognition, natural …
Deep Learning for Matching in Search and Recommendation
Matching, which is to measure the relevance of a document to a query or interest of a user to an item, is a key problem in both search and recommendation. Machine learning has been …
Automated Deep Learning
Deep learning (DL) has proven to be a highly effective approach for developing models in diverse contexts, including visual perception, speech recognition, and machine translation. …