Experience

Authme

• Taiwan
• IT Services and IT Consulting
• 1 - 100 Employee

• Machine Learning Engineer

  • Jun 2022 - Present

  - Conduct a comprehensive study of ISO/IEC 30107-3 Presentation Attack Detection- Build a lightweight (<5MB) facial landmark model that could also predict landmark occlusion and face pose in one model- build lightweight MRZ detection and recognition model for passport and Taiwan resident card service using CNNs and Vision Transformers- Apply model quantization with QAT to shrink the model size and increase 60% inference time on mobile phone- build an MVP about large-scale 1:N facial recognitions to accelerate vector search with Facebook Faiss- Improve Card Anti-Fraud Detection models to detect anti-fraud features on Taiwan ID Card Show less

• Computer Vision Intern

  • Nov 2021 - Jun 2022

  - Refactor internal computer vision libraries and add unit tests with pytest for them- Increased overall code coverage from 32% to 95%- Attack face and card anti-spoofing models to improve models and acquire potential customers- Generate an eye-covered dataset for training a robust face recognition model with OpenCV- Explore how to make Document-Question-Answering model become a real product



AICS

• Taiwan
• IT Services and IT Consulting
• 1 - 100 Employee

• Machine learning Summer Intern

  • Jul 2020 - Sep 2020

  - Cooperated with hospitals to create their smart health system and in charge of Object Detection part - Cooperated with hospitals to create their smart health system and in charge of Object Detection part



National Cheng Kung University

• Taiwan
• Higher Education
• 700 & Above Employee

• Research Assistant

  • Sep 2019 - Sep 2020

  Build an Intelligent Plantar Disease Recognition mobile App to recognize plantar fasciitis- Provide 100+ patients in National Cheng Kung University Hospital with clearer information about their potential disease after treatment- Prototype is selected as College Student Research of MOST ( Ministry of Science and Technology )Deal with time series prediction problem of trading volume 196 banks with a deep learning model- Reduced the need for bankers who manage trading volume

• Research Assistant

  • Sep 2018 - Sep 2019

  - Recognize traffic lights and cars in Tainan with object detection model- Reduce holiday traffic jams of Tainan by 11%~15% in experimental regions