There are four unique categories of scenes explored; unique features are identified using "Bag of Features", which is a popular computer vision feature extractor. Step-by-step instruction describes how to create an accurate classifier interactively in MATLAB®. Step-by-step instruction details: importing large amounts of data, identifying unique features in images, using computer vision techniques, and creating a machine learning model to predict a scene for a new image.