[dna_polymerase]

While it might not be novelty (and therefor it doesn't seem impressive to some), Transfer Learning is actually highly efficient even for small datasets and should at least be considered before wasting energy and money in building your own convnet. Its a good first step when tackling a new problem in this problem space.