Talks and presentations

Scientific Machine Learning

• Hybrid Scientific computing and Machine learning (SNAPP Seminar, out of date) new slide
• **[*New*] ** AAAI 2024 Tutorial: Recent advance in Physics-informed Machine Learning website slide
• slide at CBMS deep learning for numerical PDE pdf
• Statistical analysis of Machine Learning Solving PDE: slide
• Statistical Optimal Operator Learning: slide (job talk 2023)
• Neural ODE and PDE-Net Youtube,slide

  Scientific Machine Learning

• Rethinking the Gold Standard and (Precondition) Algorithm for Low Rank Approximation without the Adjoint (on request)

Experiment Design

• Synthetic Design via Sepctral Method: slide

  Robust Machine Learning

• Implicit Regularization for Algorithm Design: Neural Collapse and Worst Group Generalization Youtube,Slide, Old Note