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Yes of course you can get a good score against surfers with an only NN. After only tuning against Shadow I got a %74.2 score against him.

I don't know what type of pre-processing you use but mine uses gaussian function instead of abs as above. Maybe you should try it.
Remove some data and try it again. Some data slows down NN learning.
Change your training process. For example don't train your NN when enemy doesn't have any waves to surf.
Try to find an error in your NN. ColdBreath is the fixed version of Havoc(116th) whose backpropogation was wrong.
By the way congrats with Roborio. Really High PWIN.
Dsekercioglu (talk)10:46, 26 August 2017