The first assumption we need is that the cost function can be written as an average.

The second assumption we make about the cost is that it can be written as a function of the outputs from the neural network.

(Source: The Ultimate Guide to Artificial Neural Networks (ANN) - Blogs - SuperDataScience | Machine Learning | AI | Data Science Career | Analytics | Success)