馬崇堯
Chung-Yao, Ma
Ph.D. Student at NTU · Machine Learning Technical Manager
深度學習推薦系統生成式 AIVLAAI Agent
臺大資工博士生，同時擔任和碩聯合科技 AI 研究團隊主管。研究聚焦於深度學習推薦系統，過去研究成果曾發表於 IEEE TKDE。近期專注於 LLM/VLM 的訓練、微調、AI Agent 應用與產業落地，並持續探索 VLA 與多模態學習的機會。
Featured Projects
Rapid VSOP Animation Generation
Architected a pipeline leveraging NVIDIA Omniverse, Isaac Sim and RTX GPUs, reducing Visual SOP 3D animation production time by 93%. Selected for NVIDIA GTC 2026 Poster Presentation [P81262].
NVIDIA OmniverseIsaac SimGTC2026VLMML Engineering
Project TAME (Traditional Chinese LLM)
Participated in building a Traditional Chinese experts LLM that outperforms GPT-4 in Traditional Chinese capabilities, focusing on manufacturing datasets.
LLMPre-TrainingDataset CurationBenchmarkingSovereign AI
Deep Learning Recommendation System
Master's thesis on an Adaptive Context-Aware and Stacked Attention Network Based Recommendation System. Published in IEEE TKDE.
Recommendation SystemsDeep LearningPyTorchAttention NetworksTKDE