Announcements, Apr 16 (1.) CMS "Quiz" for our weekend replacement guest lecture coming up (2.) Kaggle encouragement, and explanation of "constant prediction" (3.) Implementations: note these are sparse matrices (4.) We believe we can get challenge 2 on Kaggle soon.