It's possible to create neural networks from raw code. But there are many code libraries you can use to speed up the process. These libraries include Microsoft CNTK, Google TensorFlow, Theano, PyTorch ...
There's work in progress to deliver Google's deep learning framework to Windows, but it's still a ways from being a drop-in-and-go project When will it be possible to run Google’s TensorFlow deep ...