In the news | Debug Object Detection Models with the Responsible AI Dashboard
New RAI Dashboard capabilities announced at Microsoft Build 2023
At Microsoft Build 2023, we announced support for text and image data in the Azure Machine Learning responsible AI dashboard in preview. This blog will focus on the dashboard’s new vision insights capabilities, supporting debugging capabilities for object detection models.
By Chong Luo, Principal Researcher Dense prediction tasks constitute a fundamental type of computer vision problems, where the goal is to learn a mapping from an input image to a pixel-wise annotated label. Some examples of dense prediction tasks include…
REACT — A synergistic cloud-edge fusion architecture
| Srinivasan Iyengar and Venkat Padmanabhan
This research paper was accepted by the eighth ACM/IEEE Conference on Internet of Things Design and Implementation (opens in new tab) (IoTDI), which is a premier venue on IoT. The paper describes a framework that leverages cloud resources to execute large…
Achieving Zero-COGS with Microsoft Editor Neural Grammar Checker
| Tao Ge, Ting Cao, Si-Qing Chen, and Qiong(Emma) Ning
Microsoft Editor provides AI-powered writing assistance to millions of users around the world. One of its features that writers of all levels and domains rely on is the grammar checker, which detects grammar errors in a user's writing and offers…
LLM Accelerator：使用参考文本无损加速大语言模型推理
作者：杨南 编者按：如今，基础大模型正在诸多应用中发挥着日益重要的作用。大多数大语言模型的训练都是采取自回归的方式进行生成，虽然自回归模型生成的文本质量有所保证，但却导致了高昂的推理成本和长时间的延迟。由于大模型的参数量巨大、推理成本高，因此如何在大规模部署大模型的过程中降低成本、减小延迟是一个关键课题。针对此问题，微软亚洲研究院的研究员们提出了一种使用参考文本无损加速大语言模型推理的方法 LLM...
Large-language models for automatic cloud incident management
| Rujia Wang, Chetan Bansal, Supriyo GHOSH, Tom Zimmermann, Xuchao Zhang, and Saravan Rajmohan
This research was accepted by the IEEE/ACM International Conference on Software Engineering (ICSE) (opens in new tab), which is a forum for researchers, practitioners, and educators to gather, present, and discuss the most recent innovations, trends, experiences, and issues in…
Highlights from CHI 2023
The ways in which people are able to interact with technologies can have a profound effect on a technology’s utility and adoptability. Building computing tools and services around people’s natural styles of work, communication, and play can give technology the…
Microsoft at EuroSys 2023: Systems innovation across the stack to help support an easier, faster, safer, and smarter cloud
| Rodrigo Fonseca
EuroSys 2023 (opens in new tab) is the premier systems conference in Europe, and 2023 marks its 18th edition. Sponsored by ACM SIGOPS Europe and hosted May 8 to May 12, the conference covers a wide range of topics, including…
The Microsoft AI for Health program: Solving the world’s biggest health issues, one life at a time
The AI for Health program has partnered with over 200 grantees on projects designed to accelerate medical research, build research capabilities, increase global health insights, and address health inequities.