Learn one's lesson
Draw a blank
Learn the hard way
Learn the ropes
Learn by heart
Hit the books
To be unable to remember something
To be able to say something from memory
To understand something based on previous mistakes or bad experiences
To say that someone will not do something again because they did it once and suffered negative consequences
To study seriously
To find out how to do a specific activity or job