Is anyone using deep learning?

I’ve spent the past few days constructing DNNs using H2O. Disappointingly all the models scored higher than 0.5. I’m new to deep learning but I’ve heard it’s very powerful. I’m just curious if anyone else is using it on this problem. Is deep learning the right solution here? Is the bad performance due to my parameter setup? Any advice would be great!

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