How do I pick the teachers that I want to write my letters of recommendation?

A general rule of thumb is to look for two teachers who know you the best, both inside and out of the classroom, if possible. Pick someone who has seen you work your hardest. Also consider picking one teacher from the science/math discipline and one from the English/history department to demonstrate your strengths in multiple areas.