We implement k-nearest neighbors, Gaussian Mixture Model, Multi-class SVM, Convolutional Neural Network, and Convolutional Recurrent Neural Network to classify the following four genres- Dark-Forest, Hi-Tech, Full-On, and Goa. We further extract 30 temporal features using a Long Short Term Memory based Auto encoder from individual frames, and augment them with the frame-level audio features, which is a novel contribution in this work.