Recent Projects
SIIM-ACR Pneumothorax Segmentation
Identify Pneumothorax disease in chest x-rays
The dataset for this Kaggle challenge was created on the MD.ai platform in collaboration with the Society for Imaging Informatics in Medicine (SIIM) and the Society of Thoracic Radiology (STR).
RSNA Pneumonia Detection Challenge
Can you build an algorithm that automatically detects potential pneumonia cases? Completed in 2018.
The dataset for this Kaggle challenge was created on the MD.ai platform in collaboration with the Radiological Society of North America (RSNA) and the Society of Thoracic Radiology (STR).

White Papers
RSNA Pneumonia Project - How to Tame Data in the Digital Age
Description of the pneumonia project and adjudication process.
Crowdsourcing Annotations
Description of crowdsourced annotations for the RSNA Pneumonia Challenge.
Google Cloud Platform Case Study
MD.ai leverages Google Cloud Platform and Cloud Healthcare API to create annotated datasets and build algorithms for machine learning to bring better insights to medical providers.