Most people know you can hit the space bar to pause a YouTube video, but sometimes this causes it to scroll down the page if you haven't already clicked on the video. If you press 'K,' this will play (or pause) the video every time.
Hitting the 'J' key will cause you to go backward 10 seconds, while hitting the 'L' key will make you go forward 10 seconds.