Changed README, wide_deep.py, docs, and examples according to the new metrics. Only thing left is adjust the notebooks

finished docs apart from examples. Changed name of DeepPreprocessor to DensePreprocessor for consistency. Added raise error if model components do not have an 'output_dim' attribute