Artificial Intelligence
Building intelligent machines that complement human reasoning and extend what people can do.
Publication
Sparse Multi-Prototype Classification
Publication
Battle of Bandits
Video
Tech Showcase: OpenPAI: Open Source Initiative for AI Platform in China
Open platform for AI (Open PAI) is an open-source platform for GPU cluster management and resource scheduling. PAI provides runtime environment support, GPU scheduling, and supports debugging, log collection, and port management. PAI is designed…
Video
Tech Showcase: Project Kinect for Azure depth sensor technology
We present a prototype of time-of-flight depth-sensing technology, which will be adopted in Project Kinect for Azure as well as in the next-generation of HoloLens. This depth sensor outperforms the current state-of-the-art in terms of…
Video
Intelligent Edge
Edge computing is a natural evolution of cloud computing, where server resources, ranging from a credit-card size computers to micro data centers, are placed closer to data and information generation sources. Application and system developers…
Video
Tech Showcase: Resource Central: Toward Intelligent Clouds
This project is exploring ways to create intelligent and efficient cloud platforms by leveraging machine learning (ML) techniques. Our first foray in this direction has produced Resource Central (RC), an ML and prediction-serving system that…
Video
Tech Showcase: Platform for Situated Intelligence
We demonstrate Platform for Situated Intelligence, an open-source, extensible framework that enables the development, fielding, and study of situated, integrative-AI systems. The framework aims to address the challenges of developing multimodal, integrative systems that harness…
Video
Tech Showcase: Project Fiddle
The goal of Project Fiddle is to build systems infrastructure to systematically speed-up distributed deep neural network (DNN) training while eking out the most from the resources used. Specifically, we are aiming for 100x more…
Video
Tech Showcase: Confidential AI: Secure Multi-Party Artificial Intelligence
This project proposes a combination of new secure hardware for acceleration of machine learning (including custom silicon and GPUs), and cryptographic techniques to limit or eliminate information leakage in multi-party AI scenarios. This project is…
Video
Tech Showcase: Receptionist Assistant Robot – Strategic Prototyping Team
We demonstrate a robot to assist (not replace) a human receptionist. Our design philosophy is based on Reddy’s 90 percent AI principle for human and robot cooperation: 90 percent of routine tasks are handled by…
