On-device ML for Object and Activity Detection
To process data locally, we have accelerated ML computations via ASICs that incorporate efficient pipelining and parallelism techniques. We have also compressed ML models by scaling their bit-precision values.
Pose Tracking with Wearable and Ambient Devices
Summary Analyzing human motion with high autonomy requires advanced capabilities in sensing, communication, energy management and AI. Wearable systems help us go beyond external cameras enabling motion analysis in the wild. However, such systems are still…
Measuring human happiness and frustration using data science in the cloud
Emotions make us human. Researchers at The Alan Turing Institute in the United Kingdom are using artificial intelligence and machine learning to push the state of the art in data science to better understand what…
Opportunities abound in the creative and collaborative culture of STEM
The explosion of data available today everywhere from biomedicine to the arts is opening new opportunities for researchers with backgrounds in science, technology, engineering and math to pursue creative and collaborative endeavors that have deep…
Tuning Data Center Performance with Machine Learning (Past Project – Completed)
We have built tools that help us accurately measure hardware performance metrics and have also developed machine-learning models that have enabled us to unravel the relationships between workloads and firmware settings.
Benchmark for Complex Answer Retrieval
Multimodal Devices: Learnings from Multisensory Perception and Plasticity
We often think about perceptual experiences one modality at a time; we “see” this or we “hear” that, etc. These distinctions often imply that our perception of each sense is independent from each other. Research…
CHI 2017 Panel: Human-Agent Collaboration: Can an Agent be a Partner?
Human-Agent Interaction has been much studied and discussed in the last two decades. We have two starting points for this panel. First we observe that interaction is not the same as collaboration. Collaboration involves mutual…