ISTHMUS: Secure, Scalable, Real-time and Robust Machine Learning Platform for Healthcare

no code implementations • 29 Sep 2019 • Akshay Arora, Arun Nethi, Priyanka Kharat, Vency Verghese, Grant Jenkins, Steve Miff, Vikas Chowdhry, Xiao Wang

There are multiple reasons why integrating ML models into healthcare has not been widely successful, but from a technical perspective, general-purpose commercial machine learning platforms are not a good fit for healthcare due to complexities in handling data quality issues, mandates to demonstrate clinical relevance, and a lack of ability to monitor performance in a highly regulated environment with stringent security and privacy needs.

BIG-bench Machine Learning

Deep Learning Models to Predict Pediatric Asthma Emergency Department Visits

no code implementations • 25 Jul 2019 • Xiao Wang, Zhijie Wang, Yolande M. Pengetnze, Barry S. Lachman, Vikas Chowdhry

Pediatric asthma is the most prevalent chronic childhood illness, afflicting about 6. 2 million children in the United States.

Management regression