Yes, your progress will be saved if you stop training in the middle of a chapter, on both mobile and web. Your progress syncs between the devices based on your login.
When you revisit, use the same login and password, and pick up where you left off!
Your partially completed chapter will show the green progress bar partially full, and a button will say "continue" to proceed.
