V O R T R A G ********************** Oesterreichisches Forschungsinstitut fuer Artificial Intelligence(OFAI) der OSGK Freyung 6/6, A-1010 Wien Tel: +43-1-5336112-17, Fax: +43-1-5336112-77, Email: firstname.lastname@example.org Dr. Jan SchlÃŒter Intelligent Music Processing and Machine Learning Group Austrian Research Institute for Artificial Intelligence (OFAI) "DEEP LEARNING FOR EVENT DETECTION, SEQUENCE LABELLING AND SIMILARITY ESTIMATION IN MUSIC SIGNALS" Within the field of machine listening, music recordings provide an interesting test bed: they are very complex, with many different sound sources occurring at once as well as intricate long-term dependencies, all produced under controlled circumstances. For my PhD thesis, I addressed five different music perception tasks with deep neural networks: music and speech detection, note onset detection, music segmentation, singing voice detection, and accelerating music similarity estimation. This talk will give a rudimentary crash course on audio processing with neural networks and then cover the main results of my thesis, showing how to apply deep learning to each task, evaluating its performance, and investigating how the learned solutions work. The networks show interesting similarities to hand-designed methods, but combine many minor variations that are extensively tuned, surpassing the state of the art in each task. However, as I will also demonstrate, none of the solutions is perfect, leaving ample room for future research. ********* Time: Tuesday, 21st November 2017, 6:30 p.m. sharp Location: Oesterreichisches Forschungsinstitut fuer Artificial Intelligence, OFAI Freyung 6, Stiege 6, 1010 Wien OESTERREICHISCHES FORSCHUNGSINSTITUT FUER ARTIFICIAL INTELLIGENCE Univ.-Prof. Ing. Dr. Robert Trappl ********* Sollten Sie in Zukunft keine weiteren Vortragsankuendigungen wuenschen, senden Sie bitte ein Mail mit dem Betreff "REMOVE" an: email@example.com.