Take a look here:

https://arxiv.org/search/?query=astronomy+machine+learning&s...

Plenty of ML work being applied to astronomy. Much of the code is open source too so you can dive right in and contribute.

Here's a recent survey you might start with: https://arxiv.org/pdf/1912.02934.pdf