Physics to machine learning, and machine learning back to physics

Pierre Gentine1, Sara Shamekh2, Alex Connolly3, Tom Beucler4, Veronika Eyring5, Mike S Pritchard6, Rose Yu7, Kara Lamb8 and Gunnar Behrens5, (1)Columbia University, Department of Earth and Environmental Engineering, New York, NY, United States, (2)Columbia University, Earth and Environmental Engineering, New York, United States, (3)University of California Berkeley, Berkeley, CA, United States, (4)Massachusetts Institute of Technology, Cambridge, United States, (5)German Aerospace Center DLR Oberpfaffenhofen, Institute of Atmospheric Physics, Oberpfaffenhofen, Germany, (6)University California Irvine, Earth System Science, Irvine, United States, (7)UCSD, San Diego, United States, (8)Cooperative Institute for Research in Environmental Sciences, Boulder, United States