Frontiers in Machine Learning: Beyond Fairness: Pushing ML Frontiers for Social Equity [Panel]
At its core, machine learning is the artful science of statistically divining patterns from stores of data—typically, lots of data. Much of these data are drawn from sources as diverse as tweets and Creative Commons…
Frontiers in Machine Learning: Security and Machine Learning
Machine learning has enabled many advances in processing visual, language, and other digital data signals and, as a result, is quickly becoming integrated in a variety of real-world systems with important societal and business purposes.…
Frontiers in Machine Learning: Accelerating Machine Learning with Confidential Computing
In the recent years, Machine Learning (ML) has facilitated key applications, such as medical imaging, video analytics, and financial forecasting. Understanding the massive computing requirements of ML, cloud providers have been investing in accelerated ML…
Digital Transformation of SMBs in Africa
Small and Medium sized Businesses (SMBs) make up majority of employment in Africa (around 80%). Moreover, our data showed that the outbreak of the COVID-19 pandemic spurred the growth in the adoption and use of…
ICSE20 Gulwani Most Influential Paper Award Speech
Sumit Gulwani talks about the past 11 years of his journey at Microsoft, developing various usable program synthesis technologies and the role that this ICSE 2010 paper played in that journey.
Frontiers in Machine Learning: Machine Learning Conversations
Susan Dumais, Technical Fellow & Managing Director Microsoft Research New England, New York City and Montreal Katja Hofmann, Principal Researcher Microsoft Research Cambridge Learning to Adapt: Advances in Deep Meta Reinforcement Learning Akshay Krishnamurthy, Principal…
PROSE – Text Splitting
Split.Text is a system for splitting data in plain text format, where there may be multiple fields that need to be separated into different columns.
PROSE – Pattern Inspector
Matching.Text automatically identifies different formats and patterns in string data.
PROSE – Json Transformation
Transformation.Json transforms the structure of Json using input/output examples.
PROSE – Text Transformation
Transformation.Text is a system that performs string transformations using examples allowing for many tasks involving strings to be performed automatically.