Prepare your own data set for image classification in Python ML

There is large amount of open source data sets available on the Internet for Machine Learning, but while managing your own project you may require your own data set. Today, let's discuss how can we prepare our own data set for Image Classification. The first and foremost task is to collect data (images). There are many browser plugins for downloading images in bulk from Google Images. Suppose you want to classify cars to bikes.