This lecture overviews Music Genre Recognition that has many applications in the music industry and in the social/broadcasted media. It covers the following topics in detail: Audio Feature Extraction. Music Spectrograms. Sound Texture Selection. Machine Learning Algorithms. Gaussian Processes. Support Vector Machines. Music Recognition using Deep Neural Networks.