Please write short notes on the following

Differentiate between Sigmoid function  & linear function ?
What is Gradient Descent?
What is meant by maximum likelihood estimation?
What is the difference between Deep layer  Neural network and  2 hidden layers of a neural network.

Note: only electronic submissions are accepted for this assignment. The total mark is equal to 15. All assignments will be check through  turnitin software for plagiarism