Are you saying you want to switch into Machine Learning, but you're assuming you'll have to take a significant pay cut? I'm not sure that assumption pans out. I

Are you saying you want to switch into Machine Learning, but you're assuming you'll have to take a significant pay cut? I'm not sure that assumption pans out. If I were you I would start testing that assumption and find out what kind of a salary you can demand as a ML programmer.