About
๐Ÿ‘‹

About

As a software engineer, I am passionate about creating innovative solutions to enhance user experiences. My specialties include Language Model Learning (LLM), Natural Language Processing (NLP), and Computer Vision (CV) in Machine Learning/Deep Learning (ML/DL). Additionally, I enjoy full-stack development, specifically using Python, JavaScript, and React.
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๐ŸซEducation


Northwestern University

Master of Science in Computer Science
GPA: 3.91/4.0
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Sep. 2023 - Now
Evanston, IL
๐Ÿ“š Computational Optics, Color Constancy, In-Pixel/On-Sensor Computation, Coded Aperture, Lensless Imaging, Deep Reinforcement Learning, Decentralization & Blockchain.
๐Ÿ“š Financial Large Language Models (LLMs)} with Reinforcement Learning with Stock Prices

Colorado University

Bachelor Program of Computer Science
GPA: 4.0/4.0
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Nov. 2021 - Dec. 2022
Global Campus
๐Ÿ“š Operating Systems, Computer Networks, Data Structures and Algorithms, Discrete Mathematics, Statistics

๐Ÿ’ผ Experience


Machine Learning Engineer (Research)

Academia Sinica
Oct. 2018 - Dec. 2022
Taiwan
  • Engineered a Knowledge-driven Multi-Modal QA System integrating vision, speech, and text data, advancing capabilities in cross-modal information processing [3].
  • Enhanced state-of-the-art performance by 4% on the Named Entity Recognition (NER) task through strategic fine-tuning of Transformers, applying Multi-Task and Incremental Learning techniques, and leveraging Data Augmentation [1][2].
  • Designed and implemented a Hierarchical Multi-Head Multi-Layer Attention mechanism from the ground up, enhancing model interpretability and performance.

Software Developer

Luye Goatai
Aug. 2017 - May. 2018
Taiwan
  • Developed 3D vision graphics (autostereogram) program by JavaScript.
  • Developed a portal website using HTML5/CSS3, BootStrap, PHP, and JavaScript.
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