Neural Network Playground is an interactive platform designed to provide an intuitive, natural, and cohesive tutorial for mastering neural networks and deep learning. It offers visualized models and editor, interactive tutorials, learning with missions like gaming, and a visualized neural network lab with a variety of datasets for regression and classification.