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Yuan-Chiao Barry Cheng
Taipei, Taiwan | [email protected] | LinkedIn | Google Scholar
Seasoned Machine Learning Engineer with over 6 years of experience specializing in Music Information Retrieval (MIR), Representation Learning, and Audio Effects Modeling. Proven track record in developing and deploying machine learning models for commercial applications. Skilled in leading projects from conception to production, optimizing performance, and collaborating across teams to deliver innovative solutions.
Employment History
Senior Machine Learning Engineer • PositiveGrid
Sep 2020 - Present | Taipei, Taiwan
• Built the foundation model of electric guitar tone, "Tone Embedding".
• Designed a zero-shot virtual analog modeling system, enabling the simulation of diverse guitar amplifiers without additional training data.
• Developed a music source separation model that outperforms state-of-the-art methods on guitar tracks, improving audio processing capabilities.
• Led the development of Smart Jam - a real-time, user-interactive, symbolic-based music generation application, increasing user engagement.
• Experienced in the integration of ML models into mobile and desktop platforms.
• Experienced in deploying ML models to online services.
Machine Learning Engineer • Intelligo Technology Inc.
Apr 2018 - Jul 2020 | Taipei, Taiwan
• Developed speech enhancement and automatic speech recognition (ASR) models.
• Implemented audio ML models on embedded systems.
Publications
Towards Zero-Shot Amplifier Modeling: One-to-Many Amplifier Modeling Via Tone Embedding Control - ISMIR 2024
Education
Master of Photonics and Optoelectronics, National Taiwan University
Sep 2015 - Jun 2017
Bachelor of Physics, National Taiwan University
Sep 2011 - Jun 2015
Skills
- Programming Languages: Python, C++
- Frameworks and Tools: PyTorch, TensorFlow
- Platforms: Linux, Embedded Systems
- Soft Skills: Project Management, Team Leadership, Effective Communication
Languages
- Mandarin: Native
- English: Professional working proficiency
Yuan-Chiao Barry Cheng
Taipei, Taiwan | [email protected] | LinkedIn | Google Scholar
Seasoned Machine Learning Engineer with over 6 years of experience specializing in Music Information Retrieval (MIR), Representation Learning, and Audio Effects Modeling. Proven track record in developing and deploying machine learning models for commercial applications. Skilled in leading projects from conception to production, optimizing performance, and collaborating across teams to deliver innovative solutions.
Employment History
Senior Machine Learning Engineer • PositiveGrid
Sep 2020 - Present | Taipei, Taiwan
• Built the foundation model of electric guitar tone, "Tone Embedding".
• Designed a zero-shot virtual analog modeling system, enabling the simulation of diverse guitar amplifiers without additional training data.
• Developed a music source separation model that outperforms state-of-the-art methods on guitar tracks, improving audio processing capabilities.
• Led the development of Smart Jam - a real-time, user-interactive, symbolic-based music generation application, increasing user engagement.
• Experienced in the integration of ML models into mobile and desktop platforms.
• Experienced in deploying ML models to online services.
Machine Learning Engineer • Intelligo Technology Inc.
Apr 2018 - Jul 2020 | Taipei, Taiwan
• Developed speech enhancement and automatic speech recognition (ASR) models.
• Implemented audio ML models on embedded systems.
Publications
Towards Zero-Shot Amplifier Modeling: One-to-Many Amplifier Modeling Via Tone Embedding Control - ISMIR 2024
Education
Master of Photonics and Optoelectronics, National Taiwan University
Sep 2015 - Jun 2017
Bachelor of Physics, National Taiwan University
Sep 2011 - Jun 2015
Skills
- Programming Languages: Python, C++
- Frameworks and Tools: PyTorch, TensorFlow
- Platforms: Linux, Embedded Systems
- Soft Skills: Project Management, Team Leadership, Effective Communication
Languages
- Mandarin: Native
- English: Professional working proficiency