Systems & networking
Researching and inventing new technologies for next-generation infrastructures and platforms for sensors, devices and the cloud.
Microsoft Research Blog
Efficient and hardware-friendly neural architecture search with SpaceEvo
A persistent challenge in deep learning is optimizing neural network models for diverse hardware configurations, balancing performance and low latency. Learn how SpaceEvo automates hardware-aware neural architecture search to fine-tune DNN models for swift execution…
Project
AI Infrastructure
Towards efficient AI/ML deployment The AI Infrastructure team at Microsoft Research India works on cutting-edge systems optimizations for improving the efficiency of a variety of AI/ML workloads, including an emerging class of workloads, namely, serving large…
Project
OPPerTune
Post-Deployment Configuration Tuning of Services Made Easy Note: This research project has reached its conclusion. These pages are maintained for reference and archival purposes. Real-world application deployments have hundreds of inter-dependent configuration parameters, many of…