Bio
Education
- Ph.D. in Computer Science, Data, AI (2018–2022)
Télécom Paris, Institut Polytechnique de Paris
Thesis: Deep learning methods for music style transfer
Supervisors: Gaël Richard, Umut Şimşekli - Master’s degree in Computational Linguistics (2016–2018)
Faculty of Mathematics and Physics, Charles University, Prague
Thesis: Continuous sentence representations in neural machine translation
Supervisor: Ondřej Bojar - Bachelor’s degree in Computer Science (2013–2016)
Faculty of Mathematics and Physics, Charles University, Prague
Thesis: Machine translation of spoken English into Czech_
Supervisor: Ondřej Bojar - Gymnázium Nad Alejí, Prague (2005–2013)
- Jazz Saxophone (2016–2018; interrupted)
Jaroslav Ježek Conservatory and College, Prague
Work/research experience
- AudioShake (Apr 2023–present)
Research Scientist working on lyrics alignment and transcription. - Utopia Music, Barcelona (Oct 2022–Mar 2023)
Data Scientist working on lyrics analysis. - University of Montpellier, Montpellier (Feb–Oct 2022)
Postdoc on animal movement modeling.
Team: Zenith (Inria) - InterDigital R&D, Cesson-Sévigné [remote] (Jul–Sep 2020)
Research internship on music timbre transfer.
Host: Alexey Ozerov. - Google, Zürich (May–Sep 2017)
Research internship on deep generative models for text.
Host: Enrique Alfonseca. - Jelinek Summer Workshop, JHU, Baltimore (Jun–Aug 2016)
Worked on Building Speech Recognition System from Untranscribed Data. - Google, New York (Jun–Sep 2015)
Software Engineer, Tools and Infrastructure Intern. - Faculty of Mathematics and Physics, Prague (2015)
Created Alex Translate, an English-to-Czech speech translation service. - Machine Translation Marathon, Trento (Sep 2014)
Presented and coordinated the Twitter Crowd Translation project.
Awards & achievements
- CSDAI Best PhD Thesis – accessit (3rd place) – CSDAI department, Institut Polytechnique de Paris (2022)
- Young Researcher Prize (Prix Jeune Chercheuse/Chercheur) at the Journée Science et Musique, Rennes (2021)
- Main prize from Microsoft (“best use of AI technology”) for the Rapple project at the Abbey Road Red Hackathon (2018)
- MSCA fellowship as part of the MIP-Frontiers training network (2018–2021)
- 7th place at the Czech computer science olympiad (2013)
- Participation at the International Linguistics Olympiad in Ljubljana (2012)
- 4th place at the Czech national programming contest (2009)
Software projects and contributions
I am the author of the following software projects:
- NoPdb, a non-interactive (programmatic) Python debugger
- gps2var, a Python library for fast reading of geospatial variables by GPS coordinates
- HTML MIDI Player web component for playing and visualizing MIDI files in the browser
- TonnetzViz, a web-based MIDI visualization that can be used to show harmonic relationships in music
- Confugue, a hierarchical configuration framework ideal for (but not limited to) machine learning experiments
- Mute Notifications for Google Chrome
I have contributed to several other open-source projects, including 🤗 Transformers, x-transformers, Magenta (and Magenta.js), Essentia, Tone.js/Midi, TensorBoard, NLTK, Neural Monkey, and Alex Dialogue Systems Framework. See the full list of my pull requests on GitHub.
Teaching
- Master student research project (PRIM) supervision at Télécom Paris (2019–2020, 2020–2021)
- Deep learning lab at Télécom Paris (2019, 2020, 2021)
Publications
See the publications page.