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Nguyen Dat

Nguyen Dat

Machine Learning Engineer/AI Engineer

Nhân tài
Ho Chi Minh CityThành viên từ 25 tháng 6, 2026
PythonPyTorchRAGText SummarizationInformation RetrievalVision-Language ModelsPDDLNL2Plan
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PythonPyTorchRAGText SummarizationInformation Retrieval

Giới thiệu

Data Science final year student and AI researcher with experience in Natural Language Processing, Vision-Language Models, and formal planning. Passionate about building training-free reasoning systems that bridge visual perception and symbolic decision-making, with current research focusing on multimodal planning, Large Language Models, and neural-symbolic reasoning.

Kinh nghiệm

Machine Learning Engineer at NLP@UIT (2024-06 – 2025-10)

  • Led a team of 3 to research and re-implement language models, including RNN and Transformer - based, for long-context abstractive text summarization, improving ROUGE scores by 10% compare to original papers.
  • Designed and implemented MMF, a modular deep learning framework in PyTorch, supporting multiple model architectures and flexible data pipelines, enabling scalable experimentation across 6+ models and 3+ dataloader strategies.
  • Developed a Vietnamese phoneme-based model, mitigate long dependency and solving OOV using phoneme in language model.

AI Research Intern at AIO (2026-01 – Present)

  • Conducted research on training-free Vision-Language Model (VLM) planning systems, focusing on bridging visual perception and symbolic planning.
  • Developed a multimodal planning pipeline that transforms image observations and natural language task descriptions into PDDL representations for classical planners.
  • Investigated scene graph generation, predicate extraction, and symbolic world modeling to improve the reliability of VLM-based planning.
  • Reproduced and analyzed state-of-the-art methods including NL2Plan, Select2Plan, and formal visual planning frameworks, identifying limitations in spatial grounding and long-horizon reasoning.

Học vấn

Data Science in Data Science – University Of Information technology Ho Chi Minh (2023-08)

Deep Learning Specialization in Deep Learning – Coursera

IBM Data Science Professional Certificate in Data Science – Coursera

Top 40 leader board in Deep Learning – TensorTonic - Leetcode like for DL Models

Kỹ năng

Machine Learning Engineer/AI Engineer

Đánh giá

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