For another perspective on applying machine learning to medical imaging, I recommend the blog of Luke Oakden-Rayner[1]. He's a radiologist first, so he's in a great position to bring some well-needed skepticism to the conversation. I learned about a lot of complications that I never would have imagined as a lay-person.

[1] https://lukeoakdenrayner.wordpress.com/