I guess when GP says "scientific machine learning" he means "research into machine learning algorithms", which is typically done in academic circles, no?
Then when someone's discovered something new and useful, the focus turns towards making fast and readily available implementations in commonly used frameworks. Like Torch, which you can use both from PyTorch and from Julia.
No, they mean traditional scientific computing (differential equations and the like) merged with machine learning techniques. It's extremely useful in e.g climate modeling. It let's you encode domain knowledge with additional fudge terms approximated by neural networks.
semi-extrinsic|3 years ago
Then when someone's discovered something new and useful, the focus turns towards making fast and readily available implementations in commonly used frameworks. Like Torch, which you can use both from PyTorch and from Julia.
wardedVibe|3 years ago
sciml.ai/