Summary
Overview
Work History
Education
Skills
Websites
Timeline
Generic
Jhe Jia Wu

Jhe Jia Wu

PhD Candidate In Data Science
Taipei City

Summary

Specializing in computer vision, medical imaging, active learning, federated learning, and model explainability. Research interests focus on improving efficiency, accuracy, and interpretability of deep learning models. Integrated 3D Slicer with MONAI Label for medical imaging segmentation tasks, leading to further exploration of uncertainty quantification. Currently working on an 'Uncertainty-Guided Active Learning by Evidential Deep Learning' pipeline to enhance annotation efficiency and model reliability through uncertainty estimation. Experience in federated learning and contributions to the Ministry of Health and Welfare's Personalized Liver Cancer Risk Prediction project. Skilled in blending statistical modeling and deep learning for interpretable AI systems.

Overview

9
9
years of professional experience
9
9
years of post-secondary education
1
1
Language

Work History

PhD Candidate

National Taiwan University
Taipei City, Taipei City
09.2022 - Current
  • Conduct cutting-edge research integrating computer vision, active learning, federated learning, and model explainability.
  • Develop uncertainty-guided active learning pipelines to optimize data annotation and model performance.
  • Deploy federated learning models across multiple institutions, leveraging NVFlare and Docker for secure and efficient implementation.
  • Publish findings in peer-reviewed conferences and journals, contributing to advancements in applied machine learning and data science.
  • Collaborate across interdisciplinary teams to deliver interpretable, scalable AI solutions.
  • Self-motivated, with a strong sense of personal responsibility.
  • Excellent communication skills, both verbal and written.

Assistant Manager

Taishin Bank/Data Science Team
Taipei City, Taipei City
07.2022 - 08.2022
  • As a dynamic professional specializing in data analytics and project management, I excel in harnessing machine learning and deep learning to drive impactful data applications. I led a team of two analysts, providing guidance and mentorship to deliver high-quality analytics solutions efficiently. My expertise lies in leveraging advanced analytics to support strategic planning, informed decision-making, and team-driven success.

Junior Manager

Taishin Bank/Data Science Team
Taipei City, Taipei City
06.2017 - 06.2022
  • As a dynamic professional specializing in data analytics and project management, I excel in harnessing machine learning and deep learning to drive impactful data applications. I developed an online foreign currency exchange prediction model, boosting transaction rates by 30% and increasing revenue by 2.54 million NTD within two years. My expertise lies in leveraging advanced analytics to support strategic planning and decision-making processes.

Specialist

Taipei Fubon Bank/Data Division
Taipei City, Taipei City
07.2016 - 06.2017
  • Data Analytics, Machine Learning, Deep Learning

Education

PhD - Data Science

National Taiwan University
Taipei City, TPE
09.2022 - Current

Master - Statistics

National Cheng Kung University
Tainan City, TNN
06.2013 - 07.2015

Bachelor - Statistics

National Cheng Kung University
Tainan City, TNN
09.2009 - 06.2013

Skills

Timeline

PhD Candidate

National Taiwan University
09.2022 - Current

PhD - Data Science

National Taiwan University
09.2022 - Current

Assistant Manager

Taishin Bank/Data Science Team
07.2022 - 08.2022

Junior Manager

Taishin Bank/Data Science Team
06.2017 - 06.2022

Specialist

Taipei Fubon Bank/Data Division
07.2016 - 06.2017

Master - Statistics

National Cheng Kung University
06.2013 - 07.2015

Bachelor - Statistics

National Cheng Kung University
09.2009 - 06.2013
Jhe Jia WuPhD Candidate In Data Science