P is a probability, w is a vector of weights (notice it’s in boldface), n is a vector of numbers, and their dot product • is exponentiated and divided by Z, the sum of all products. If we let the first component of n be one if the first feature of the image is true and zero otherwise, and so on, w•n is just a shorthand for the weighted sum of features we’ve been talking about all along.
