A practical guide for business leaders looking to get value from the adoption of machine learning technology.
Continue ReadingRealistic Evaluation of Deep Semi-Supervised Learning Algorithms
Semi-supervised learning (SSL) based on deep neural networks have recently proven successful on standard benchmark tasks. Baselines which do not use unlabeled data is often underreported, SSL methods differ in sensitivity to the amount of labeled and unlabeled data, and performance can degrade substantially when the unlabeled dataset contains out-of- distribution examples. To help guide SSL research towards real-world applicability, we make our unified reimplemention and evaluation platform publicly available.
Continue ReadingHuman-in-the-loop Cyber-Physical Systems
An essential primer on a rapidly emerging Internet-of-Things concept, focusing on human-centric applications. An indispensable resource for researchers and app developers eager to explore HiTL concepts and include them in their designs.
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