Projects

A selection of projects and case studies.

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

3D Virtual Try-On App

An academic project exploring 3D virtual try-on technologies.

Computer Vision3D ModelingDeep Learning

Agentic LLM Applications

Fine-tuned Mistral-7B and Llama-3-8B for agentic function-calling (98.6% accuracy), and developed Speech-to-Robot and Text-to-SQL applications.

LLMAgentic SystemsFunction-CallingSpeech-to-RobotText-to-SQL

Industrial Anomaly Detection & Vision Encoder

Led large-scale (1M+ data) vision encoder pre-training to optimize feature extraction, improving Anomaly Detection AUC by 15% for tasks with extreme data imbalance.

Anomaly DetectionComputer VisionRepresentation LearningImbalanced Learning

Industrial Generative AI Solutions

Developed and deployed LLM, VLM, and agentic systems for petrochemical, steel, and electronics manufacturing industries, including large-scale vision encoder pre-training.

Generative AILLMVLMAgentic Systems

Industrial VLM Fine-Tuning

Led the fine-tuning of a 7B-parameter Vision-Language Model using industrial data, successfully surpassing the performance of 72B SOTA models.

VLMFine-TuningIndustrial DataPyTorch