Last further improvments

[jjerphan]

We already get good results with what we have. I think that we can improve the results we have by:

• [x] comparing different new architectures (VGG, Inception and ResNet inspired)
• [x] comparing different optimizer (SGD, Adadelta,Adam)
• [x] trying learning rate schedules
• [x] learning rate values