Tensorflow\'s feature_columns API is quite useful for non-numerical feature processing. However, the current API doc is more about using feature_columns with tensorflow Estimato
tf.feature_column.input_layer
user this function, and this api doc has a sample .
you can transform featur_columns into Tensor, and then use it into Mode()