Deep learning in R?

Have been playing with H20, but have not had much success. I can get to the ~1.00 range using a number of different activation types and hidden layers, but easily get to ~.64 range with my XGBoost model with the same features. Have limited knowledge of H20, so I am sure someone with more experience could to considerably better.

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