Can you give some more information about your data?
Also it is not clear if you are trying to classify which amino-acid is binding or whether or not it bound.
It will assist to understand if you answer some questions as:
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What’s the data dimensions?
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Is the data is evenly distributed?
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What’s the architecture of the network?