Understanding Dropout!

This blog post is also part of the series of Machine Learning posts. I wrote blog post on Regularization before. So you can go ahead and read this one and check-out the others if you like to. So, Lets understand dropout in a simple manner and what problem it solves. One thing we have to keep in mind is that whenever there is Deep Neural Network there will be many weights and bias parameters.