Teaching
University of Pennsylvania
- CBE 410 Chemical Engineering Laboratory, Fall 2022
- ENM 601 Data Science and Machine Learning in Chemical Engineering, Spring 2022, Spring 2023
Massachusetts Institute of Technology
- 18.085 Computational Science and Engineering I, Spring 2021
- 18.02 Multivariable Calculus, Fall 2020
Tutorials and Research Talks
- Tutorials on deep learning, Python, and dissipative particle dynamics
- Learning operators using deep neural networks for multiphysics, multiscale, & multifidelity problems. Plenary Talk, Mathematical and Scientific Machine Learning, Aug. 2022.
- Physics-informed deep learning. Synced, Aug. 2021.
- Integrating machine learning & multiscale modeling in biomedicine. Queen’s University, Department of Mechanical and Material Engineering, Feb. 2021.
- DeepXDE: A deep learning library for solving differential equations. AAAI Spring Symposium on Combining Artificial Intelligence and Machine Learning with Physical Sciences, Stanford, CA, Mar. 2020.
- Collapse of deep and narrow neural nets. ICERM Scientific Machine Learning, Providence, RI, Jan. 2019.