Earth Science Deep Learning: Applications and Lessons Learned

Deep learning has revolutionized computer vision and natural language processing with various algorithms scaled using high-performance computing. The Data Science and Informatics Group (DSIG) at the NASA Marshall Space Flight Center (MSFC), has been using deep learning for a variety of Earth science applications. This paper provides examples of the applications and also addresses some of the challenges that have been encountered.