What is inverse modeling (inverse problems)? Why are they important in science and engineering? What are the mathematical tools for inverse modeling?
The most important of all, how can we leverage machine learning for solving challenging machine learning problems? This series of videos "scientific machine learning for inverse modeling" will give you some answers with practical algorithms.
See slides here: https://kailaix.github.io/ADCME.jl/dev/assets/Slide/Inverse.pdf