How to develop machine learning models for healthcare

Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks

Shaoqing Ren, Kaiming He, Ross Girshick et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2016 · 54.2K citations

Computing, Computer Science, Computer Vision +14

Dermatologist-level classification of skin cancer with deep neural networks

Andre Esteva, Brett Kuprel, Roberto A. Novoa et al. · Nature · 2017 · 13.8K citations · Full text

Computing, Computer Science, Dermatology +16

Random search for hyper-parameter optimization

James Bergstra, Yoshua Bengio · 2012 · 7.9K citations

Natural Sciences, Computer Science, Algorithms +8

Development and Validation of a Deep Learning Algorithm for Detection of Diabetic Retinopathy in Retinal Fundus Photographs

Varun Gulshan, Lily Peng, Marc Coram et al. · JAMA · 2016 · 7.5K citations

Computing, Computer Science, Ophthalmology +17

The class imbalance problem: A systematic study1

Nathalie Japkowicz, Shaju Stephen · Intelligent Data Analysis · 2002 · 3.3K citations

Computing, Computer Science, Data Mining +8