August 30th, 4PM-5PM, Evans 60: Note the special time and location. This is joint with the Math Colloquium and Stat Seminar | **Rachel Ward**, University of Texas, Austin Stochastic Gradient Descent: Strong convergence guarantees – without parameter tuning |

September 6th: | **Matthew J. Zahr**, Lawrence Berkeley National Laboratory Integrated computational physics and numerical optimization |

September 13th: | **Youngsoo Choi**, Lawrence Livermore National Laboratory ST-GNAT and SNS: Model order reduction techniques for time-dependent nonlinear system of equations |

September 20th: | **No seminar this week** |

September 27th: | **Tzanio Kolev**, Lawrence Livermore National Laboratory Scalable High-Order Finite Elements for Compressible Hydrodynamics |

October 4th: | **Weizhu Bao**, National University of Singapore Computational methods for the dynamics of the nonlinear Schroedinger/Gross-Pitaevskii equations |

October 11th: | **Karthik Duraisamy**, University of Michigan Reduced order modeling of multiscale problems using the Mori-Zwanzig formalism |

October 18th: | **Jianxin Zhu**, Los Alamos National Laboratory Dynamical mean-field theory to strongly correlated electronic systems |

October 25th: | **Samuel Rudy**, University of Washington Data-driven methods for model discovery and approximation |

November 1st: | **Yuan Yao**, Hong Kong University of Science and Technology Rethinking Generalization and Robustness in Neural Networks: Breiman’s Dilemma and Huber’s Model |

November 8th: | **Yuehaw Khoo**, Stanford University Convex optimization for multimarginal optimal transport problem with Coulomb cost |

November 15th: | **Tengyu Ma**, Stanford University Recent Progress in the Theory of Deep Learning |

November 22th: | **Thanksgiving break** |

November 29th: | **Alexandre Chorin**, LBNL, UC Berkeley Renormalization and large eddy simulation for a driven Burgers equation in a hydrodynamic regime |

December 6th: | **Xiuyuan Cheng**, Duke University Convolutional Neural Network with Decomposed Filters |