Curriculum Vitae
I’m looking for exciting new challenges at the intersection between machine learning, voice technology and art, between scientific theory and applications in creative domains.
Research Interests
AI for voice, music, and sound:
- controllable and interpretable generative models
- self-supervised representation learning and scene understanding
- neural audio codecs
- automatic speech recognition
- multi-modal large language models
- music information retrieval
Open to new challenges related to artistic media.
Experience
Supertone Inc. • Korea
- Research related to Supertone’s voice technology
- Improve quality and controllability on voice backbone model
- Analysis and transformation of room acoustics, pitch, subharmonics, breathiness and intensity
- Self-supervised- and representation learning related to TTS
- Application development: Develop and maintain voice editing tool using Supertone’s voice technology
IRCAM • France
- Research on deep learning for voice
- 6 peer-reviewed publications including 5 as first author and 2 journal articles
- Topics: Neural vocoding and representation, self-supervised learning, voice attribute transformation
- Technical support for film, music and art: Bespoke implementations of voice transformation
- Application development: Implement research results into voice editing and live transformation app
Siemens AG • Germany
TU Darmstadt, Signal Processing Group • Germany
Education
Sorbonne Université • France
TU Darmstadt • Germany
TU Darmstadt • Germany
Additional Education
TU Darmstadt • Germany
Tongji University • Shanghai, China
AC Davis High School • Yakima, WA, USA
Skills
Machine learning: Self-supervised learning, generative AI, AI for speech and audio
Signal processing: Audio signal processing, speech processing, singal processing for AI
Voice and language: Phonetics, source-filter model, physical voice production, voice acoustics
Programming languages: Python (torch, tensorflow), Haskell, Unix Shell (bash, zsh, fish)
Languages: German (native), English (C2), French (B2), Polish (B1), Chinese (A2), Korean (basic)
Music: Singing, classical composition techniques, live coding (Tidal Cycles), Piano
Artistic Collaborations
Scholarships
Activities
Talks
Code
Checkout my gitlab page for code examples, though, unfortunately, most of my actual code cannot be made available.