* Any student who:
 (1) records a score better than the benchmark submission; 
(2) improves his/her score at least once; 
(3) Discussing his/her solution with the TA will get 10.
* The Top-1 on the leaderboard deserves +1
* Students are not allowed to change the ML part of the solution; they should work on the data preparation part.