Ankit Patel: “Breaking Bad: Recent Advances from Function Space Characterization of Neural Nets ...“

Machine Learning for Physics and the Physics of Learning 2019 Workshop I: From Passive to Active: Generative and Reinforcement Learning with Physics “Breaking Bad: Recent Advances from Function Space Characterization of Neural Nets with Implications for Physical Applications“ Ankit Patel, Rice University Abstract: How does a neural network approximate a given function? What kinds of functions can it approximate well/poorly? How does the optimization algorithm bias learning? Deep Learning has revolutionize