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@vduyhng
Machine learning engineer focused on generative AI, NLP, and production deployment.
I am a machine learning engineer specializing in generative AI, NLP, and production-ready model deployment, with hands-on experience in text-to-speech, voice conversion, and virtual-try-on systems. I have driven end-to-end pipelines from research and fine-tuning (LoRA, QLoRA) to optimization and scalable deployment using tools like Triton, TensorRT, Docker, FastAPI, and AWS.
My work includes hybrid retrieval-classification systems, multi-persona chatbots, and accelerated diffusion model pipelines, plus publications and research contributions in low-resource speech processing and TTS/VC. I collaborate closely with cross-functional teams and ship robust, latency-optimized ML services to production.
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Work history, roles, and key accomplishments
VNPT Lab
Sep 2022 - Present (3 years 2 months)
Co-authored research on speech processing for a low-resource Bahnaric language and implemented custom TTS and voice-conversion models, resulting in publications accepted to VNUHCM Journal of Engineering and Technology.
AI HAY
Apr 2025 - Aug 2025 (4 months)
Designed end-to-end data-cleaning pipelines and developed a hybrid classification + similarity-search system for math problems, improving retrieval robustness; led R&D on a multi-persona chatbot and prototyped persona-specific dialogue features.
Heatmob Co., Ltd
Jul 2024 - Mar 2025 (8 months)
Fine-tuned Stable Diffusion models with LoRA for virtual model generation, developed a proprietary virtual-try-on pipeline and optimized inference using TensorRT and Triton to reduce latency and increase throughput for Modeli.ai.
Bosch Global Software Technologies Vietnam
Sep 2023 - Apr 2024 (7 months)
Enhanced HR chatbot modules using QLoRA quantization and knowledge distillation, built a code-generation and knowledge-transfer chatbot with RAG and chain-of-thought, and integrated services with Rancher, FastAPI, and Docker.
Delta Cognition
Feb 2023 - Jul 2023 (5 months)
Researched and implemented hybrid RoBERTa+LSTM models for text-to-emotion and an end-to-end auto-question-generation pipeline; improved text-relevancy using embedding cosine similarity and deployed services on AWS with FastAPI and Docker.
Degrees, certifications, and relevant coursework
Master of Science, Signal Processing and Machine Learning
Master of Science in Signal Processing and Machine Learning at Tampere University, expected May 2027.
Bachelor of Engineering, Computer Science
Activities and societies: Thesis: VIEACT-TTS-VC; IELTS: 7.0
Bachelor of Engineering in Computer Science with a thesis on a Vietnamese end-to-end TTS and voice-conversion framework accepted to the 10th ASIA International Conference 2024.
High School Diploma, Physics
Completed high school specialization in Physics at VNU-HCM High School for the Gifted, graduated May 2020.
Software and tools used professionally
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