ZeRO & Fastest BERT: Increasing the scale and speed of deep learning training in DeepSpeed
The latest trend in AI is that larger natural language models provide better accuracy; however, larger models are difficult to train because of cost, time, and ease of code integration. With the goal of advancing…
Hope Speech and Help Speech: Surfacing Positivity Amidst Hate
Tackling online attacks targeting certain individuals, groups of people, or communities is a major modern-day web challenge. Research efforts in hate speech detection thus far have largely focused on identifying and subsequently filtering out negative…
GLUECoS
This is the repo for the ACL 2020 paper GLUECoS: An Evaluation Benchmark for Code-Switched NLP GLUECoS is a benchmark comprising of multiple code-mixed tasks across 2 language pairs (En-Es and En-Hi)
PROSE Framework
Microsoft PROSE SDK is a framework of technologies for programming by examples: automatic generation of programs from input-output examples.
Project EPOCh: Extending Patient Outreach with Chat
Patient-centred care and good communication between patients and healthcare providers has been shown to improve medical adherence. However, it is costly and difficult to provide, especially in Global Health settings where patient volumes are high…
Azure Cognitive Services Research
The mission of the Cognitive Services Research group (CSR) is to make fundamental contributions to advancing the state of the art of the most challenging problems in speech, language, and vision both within Microsoft and…