A powerful tool for scientific machine learning: ADCME.
ADCME combines the best of two worlds: Julia for fast scientific computing, TensorFlow for high-performance automatic differentiation.
See slides here: https://kailaix.github.io/ADCME.jl/dev/assets/Slide/ADCME.pdf