When I started to pivot my career towards data science, there was not a well-worn path from app developer to data scientist. In fact, I encountered more than a few naysayers when I started.
Now in 2019, there are multiple paths forward. Many require significant financial investment, but not all do. All require a fair bit of time commitment. Here’s a great compiled list of free resources.