论文信息 - Three pitfalls to avoid in machine learning

Three pitfalls to avoid in machine learning

As scientists from myriad fields rush to perform algorithmic analyses, Google’s Patrick Riley calls for clear standards in research and reporting. As scientists from myriad fields rush to perform algorithmic analyses, Google’s Patrick Riley calls for clear standards in research and reporting.

Patrick Riley | Patrick F. Riley

[1] Subhashini Venugopalan,et al. Development and Validation of a Deep Learning Algorithm for Detection of Diabetic Retinopathy in Retinal Fundus Photographs. , 2016, JAMA.

[2] Robert P. Sheridan,et al. Time-Split Cross-Validation as a Method for Estimating the Goodness of Prospective Prediction , 2013, J. Chem. Inf. Model..

[3] E A Baltz,et al. Achievement of Sustained Net Plasma Heating in a Fusion Experiment with the Optometrist Algorithm , 2017, Scientific Reports.

[4] Stephan Hoyer,et al. Learning data-driven discretizations for partial differential equations , 2018, Proceedings of the National Academy of Sciences.