I'll be giving an invited talk on Music and AI: Generating Music and More!, coming Friday at the One-North Festival. The one-north Festival is an annual celebration of research, innovation, creativity and enterprise. Jointly organised by the Agency for Science, Technology and Research (A*STAR) and JTC, and supported by Science Centre Singapore, this very exciting event welcomes the public to immerse in science and technology through fun interactive displays, inspiring talks, workshops and tours for the whole family.
- New paper on Multimodal Deep Models for Predicting Affective Responses Evoked by Movies
- Harmonic structure and altered states in trance music - new Oxford book chapter
- Talk on deep belief networks for doppler invariant demodulation - IEEE APWCS
- A new practical book on machine learning
- New paper on multimodal emotion prediction models from video and audio
- IEEE Conference on Games - talk on music game for cognitive and physical wellbeing for elderly
- Talk at Cognitive Science Conference in Montreal
- Word2vec for representing music?
- Postdoc fellow on music generation with emotion - opening
- Editorial for Springer's Deep Learning for Music and Audio special issue
I'm very happy to announce that Natalie Angus will be doing her PhD defence on Real-Time Binaural Auralization on August 1st. Natalie is supervised by myself and Dr. Simon Lui (Director of Tencent Music). Some information about the seminar:
Title: Real-Time Binaural Auralization
When: 15:00, August 1st, 2018.
Where: Think Thank 20 (Building 2, Level 3), SUTD
I am excited to announce the following job openings for a new SUTD-MIT Project on emotion recognition in video and audio, start date is as soon as possible.
We are seeking a postdoctoral fellow and a research engineer to work on an affective computing research project related to emotion recognition for videos and music. The PIs of the project include Prof. Gemma Roig, Prof. Dorien Herremans, and Dr. Kat Agres. The position is for one year extendable to 2 years.
I am excited to give a talk at the upcoming Data Science Women in Data Science (WiDS) 2018 event taking place on 11 April 2018 at Singapore University of Technology & Design (SUTD). This is part of the growing global WiDS community and conference series, taking place in 150+ locations around the world coinciding with the WiDS Stanford on 5 March 2018. #sheinnovates
Today, prof. Wang Ye, general chair of this year's ISMIR, was nice enough to invite me to teach a guest lecture in his Sound and Music Computing class at NUS. The class was introduced by a lecture of Prof. Lonce Wyse, who talked about sound modelling with machine learning. In my talk, we focused on music modelling from a generative perspective. For those interested, you can download my slides here.
I'm happy to announce that I just got certified as an official NVIDIA Deep Learning Institute instructor and ambassador.
"The NVIDIA Deep Learning Institute (DLI) offers hands-on training for developers, data scientists, and researchers looking to solve the world’s most challenging problems with deep learning.
I'm please to announce the latest article I wrote together with Prof. Elaine Chew on MorpheuS, published in IEEE Transactions on Affective Computing. The paper explains the inner workings of MorpheuS, a music generation system that is able to generate pieces with a fixed pattern structure and given tension.
Herremans D., Chew E.. 2017. MorpheuS: generating structured music with constrained patterns and tension. IEEE Transactions on Affective Computing. PP (In Press)(99)
One of the co-founders of my favourite music notation software (Musescore) visited Singapore last week to give a COIL seminar entitled: 'MuseScore: Inside A Successful Open Source Project For Musicians'. For those of you who missed it, you can see a recorded version of the talk here:
A new journal article was published that I wrote together with Prof. Ching-Hua Chuan and Prof. Elaine Chew. The article is a survey on current music generation systems from a functional point of view, thus creating a nice overview of current challenges and opportunities in the field. The articles covers systems ranging from game music, to real-time improvisation systems and emotional movie music generation systems.
Last week the National University of Singapore hosted the International Society for Music Information Retrieval conference in lovely Suzhou, China. It featured a ton of interesting presentations by established academics in the field including Prof. Elaine Chew (who also talked about MorpheuS), Roger Dannenberg and others; but also industry leaders such as Jeffrey C. Smith (Smule) and E. Humprey (Spotify).
Update: while this particular grant has expired, there are some other opportunities available in my lab.
I am looking for a strong PhD candidate in music and machine learning at Singapore University of Technology and Design (SUTD). SUTD is a relatively new university, founded in collaboration with MIT, that has a strong interdisciplinary focus on design. The available PhD position is at the department of Information Systems Technology and Design (ISTD).
Last week, I started as an Assistant Professor at the Information Systems and Technology pillar at Singapore University of Technology and Design (SUTD), co-founded by MIT.
"The Singapore University of Technology and Design (SUTD) is the fourth autonomous university to be established in Singapore. SUTD's mission is to advance knowledge and nurture technically grounded leaders and innovators to serve societal needs...
I am pleased to announce that I have been elevated to the rank of Senior Member of the Institute of Electrical and Electronics Engineers (IEEE). Only 8 percent of IEEE members have attained the level of senior member. Senior Membership is an honor bestowed only to those who have made significant contributions to the profession. They are recognised for their technical and professional excellence, achievements, publications and course development or technical direction in IEEE-designated fields. I am particularly active in the IEEE Computational Intelligence Society.
Today I gave a Lunch & Learn Seminar at Jukedeck in London. Jukedeck is a London-based tech startup that is using artificial intelligence to revolutionise the way people and companies make and consume music. In my talk I talked about the MorpheuS system and some deep learning models for modeling music that I have recently developed in collaboration with Prof. C.H Chuan.
This week (May 18-19th), I co-organized the workshop on deep learning for music with Prof. Ching-Hua Chuan in Anchorage, Alaska. The workshop was part of the International Joint Conference on Neural Networks (IJCNN) and featured invited speakers from Google Brain, A*STAR and Pandora.
Over 50 people participated in the workshop and there were some really interesting discussions on this exciting new field. The full Proceedings can be found online, and include:
This week I am giving a seminar at Singapore University of Technology and Design about some of my latest research, entitled: 'Machine Learning and Optimization for Cutting Edge Applications in Digital Music'.
27 April 2017 @ 10:30 am - 11:30 am
SUTD Think Tank 20 (Building 2, Level 3)
8 Somapah Road, Singapore 487372
Category: Seminar Series ISTD
A few weeks ago, Prof. Ching-Hua Chuan (University of North Florida) presented a system that we have developed together called IMMA at the IEEE International Conference on Semantic Computing in San Diego. IMMA is a multi-modal interface that shows both audio and score-based features of a performance and score in sync. The current version implements a module for tension, different modules are expected to be implemented soon. Check out a demo or read more.