Algorithms
Machine Learning with Limited Signals at Mote-Scale
This talk describes the growing role of machine learning in battery-powered wireless sensor networks being deployed in rural and urban areas for environmental and wildlife projection. Specifically, we will discuss radar-based HornNet, deployed in a…
Fast Core Pricing for Rich Advertising Auctions
3D Hand Pose Estimation Using Convolutional Neural Networks
3D hand pose is challenging due to complicated variations caused by high Degree of Freedom articulations, multiple viewpoints, self-similar parts, severe self-occlusions, different shapes, and sizes. My Ph.D. work tackles 1) the multiple viewpoints and…
VerticalThings: A DSL for ML/Data Processing IoT Applications
The Internet of Things (IoT) is poised to revolutionize our world. Billions of microcontrollers and sensors have already been deployed for predictive maintenance, connected cars, precision agriculture, personalized fitness and wearables, smart housing, cities, healthcare,…
