zahan97/neural-nets

DNN, CNN and RNN in tensorflow.. DNN and CNN have upto 99% test accuracy.. The trained RNN(GRU) generates random Shakespeare plays...

Artificial Neural Network

Trained on the mnist data-set in tensorflow..

Accuracy on training set is 0.98
Accuracy on test set is 0.9725

Convolutional Neural Network

Trained on mnist data-set in tensorlfow..

Accuracy on training set is 0.99
Accuracy on test set is 0.9892

Recurrent Neural Network

Trained on all the plays of Shakespeare using tensorlfow..
The RNN has Gated Recurrent Unit(GRU) cells..
The training is done at character level and text is encoded using a 98 element vector..
As the rnn trains, the random output plays become more and more sophisticated and realistic..

The Random plays generated by the network at various stages in training are stored here...