Shin Yu Kao

Bis 2026, Data Scientist, Yuanta Commercial Bank

Fähigkeiten und Kenntnisse

Flask
Business Analysis
Fraud Detection
Computer Vision
Python
Image Processing
Data Science
Linux
Deep Learning
Scikit-learn
Machine Learning
Docker
SQL
Matlab
Tableau
MLOps
Model Deployment
Model Monitoring
Neo4j

Werdegang

Berufserfahrung von Shin Yu Kao

  • 3 Jahre und 7 Monate, Sep. 2022 - März 2026

    Data Scientist

    Yuanta Commercial Bank

    • Designed and deployed a fraud detection machine learning model by collaborating with cross-functional teams and analyzing fraud patterns. Successfully brought the model into production, generating high-risk case lists that reduced investigation workload by 80% and improved operational efficiency. • Introduced Neo4j graph database to build a financial knowledge graph and visualize transaction relationships, reducing investigation and verification time by 82%. • Conducted customer behavior analysis and trac

  • 1 Jahr und 8 Monate, Jan. 2021 - Aug. 2022

    Data Scientist

    Cohesion Information Technology Ltd.

    • Developed a computer vision-based X-ray image clustering system using DenseNet and K-means to automatically categorize anatomical regions, achieving performance metrics above 90% (Accuracy / Recall / Precision). • Performed multimodal diagnostic consistency analysis by integrating CT imaging (MULAN-based tumor detection) with clinical records, aligning image and text predictions. • Contributed to a dental AI system for wisdom tooth localization and surgical classification using YOLOv5, achieving 90% detec

  • 1 Jahr und 2 Monate, Mai 2019 - Juni 2020

    Data Scientist Intern

    OmniHealth Group, Inc. (Taiwan)

    • Developed ANN-based machine learning models for Heart Rate Variability (HRV) signal analysis to support emotional stress monitoring in a workplace wellness platform. • Processed and normalized medical imaging data, including nasopharyngeal histopathology slides, to enhance image quality for diagnostic AI model development.

Ausbildung von Shin Yu Kao

  • 1 Jahr und 10 Monate, Sep. 2018 - Juni 2020

    Master of Science - MS

    臺北醫學大學

    Recognized in Germany (ZAB Statement of Comparability) – Equivalent to a German master’s degree

  • 3 Jahre und 10 Monate, Sep. 2014 - Juni 2018

    Bachelor of Business Administration - BBA

    臺北醫學大學

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