If you're looking to train your neural net for a specific narrow category, then you cannot beat something like tensorflow and training it yourself (and it's very easy: https://www.tensorflow.org/versions/master/how_tos/image_ret...). If you want a general image classifier (most people dont) then you'd probably want to use a service.