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