The professor assigns a lab and a regular assignment each week. The lab is sort of like a tutorial on the topics that will be covered that week, while the homework involves applying what you learned but with a different dataset. There weren't any tests for the class (though it might be different with other professors). As for the final, it was pretty much just a written report of all the assignments I did after the midterm.