Publication
Algorithms
Microsoft Research Blog
New perspectives on contextual bandit
What is the common denominator between the following situations: a doctor choosing among different drugs for a sequence of patients; a website selecting ads for its visitors based on the information it has about them;…
Publication
Thompson Sampling for Combinatorial Semi-Bandits
Publication
Efficient PAC Learning from the Crowd
Video
Deep Learning at Mote Scale
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,…
Video
Gaia Audio Feedback: Edge ML for Speech
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,…
Video
Rethinking IoT Analytics with Universal Monitoring
Many IoT analytics tasks require accurate estimates of metrics for many applications such as heavy hitters, anomaly detection (e.g., entropy of source addresses), and security (e.g., DoS detection). Obtaining accurate estimates given CPU, memory, energy,…
