Songting Liu

Singapore, Singapore
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Summary

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Rockstar
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Top School
Songting Liu is an ML-focused software engineer based in Singapore with three years of hands-on experience building data pipelines and model tooling for speech synthesis and voice conversion. He is the primary contributor to a well-starred VITS fine-tuning repository that enables fast speaker adaptation and many-to-many voice conversion, where he implemented custom data loaders, spectrogram processing, and CLI utilities including Demucs-based denoising. A Nanyang Technological University alumnus with strong academic performance, Songting combines practical full-stack project work with a focus on audio preprocessing and model integration. His GitHub presence—accumulating over 10k stars—reflects both the practical impact and adoption of his open-source contributions in the speech ML community.
code3 years of coding experience
book4.41 / 5.00, 4.41 / 5.00 at Nanyang Technological University Singapore
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Github Skills (5)

data-preprocessing10
pytorch10
machine-learning10
audio-processing10
python10

Programming languages (2)

Jupyter NotebookPython

Github contributions (5)

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This repo is a pipeline of VITS finetuning for fast speaker adaptation TTS, and many-to-many voice conversion
Role in this project:
userML Engineer
Contributions:3 releases, 146 commits, 24 PRs in 1 month
Contributions summary:Songting primarily contributed to the development of data loading and preprocessing utilities for a VITS fine-tuning pipeline, which is used for fast speaker adaptation and voice conversion. Their work involved creating custom data loaders and collate functions, along with audio and spectrogram processing, demonstrating a focus on preparing data for machine learning model training. The user also made changes to the core model structure, and added a command-line interface to facilitate audio denoising using Demucs, indicating a hands-on approach to the project's functionality and a full-stack involvement.
Plachtaa/VALL-E-X

Aug 2023 - Dec 2024

An open source implementation of Microsoft's VALL-E X zero-shot TTS model. Demo is available in https://plachtaa.github.io
Contributions:14 PRs, 96 pushes, 120 comments in 1 year 4 months
emotional-speechgpttext-to-speechtransformer-architecturetts
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Songting Liu