I can also recommend Steve Brunton's playlist [0] on the topic of physics informed machine learning, as well as the book 'Data-driven Science & Engineering' [1] by him and Nathan Kutz.
[0] https://www.youtube.com/playlist?list=PLMrJAkhIeNNQ0BaKuBKY4...