Yiming Huang
Machine Learning Engineer
Taipei City, Taiwan
As a software engineer with 4 years of experience in the E-commerce industry, I've been in charge of using machine learning to solve business problems. Furthermore, my focus area also includes FastAPI, SQL, and Docker. As for career planning in the next few years, developing machine learning models and learning data-analytic thinking are my major objectives.
Cell Phone: +886 919120987 Email: [email protected]
LinkedIn: www.linkedin.com/in/yiming-huang-6026601b3
Sep 2019 - Present
Machine Learning Engineer
Shopee Taiwan, Taipei
Major Accomplishments
- Implemented an Image Copy Detection System based on ResNet, scanning cross-border products to report product image copy issues automatically.
- Built a Pricing strategy System based on VGG & Sentence-BERT, Comparing competitors' products to Help users plan the most competitive pricing strategy and estimate the coverage rate of our products.
- Utilized K-means Model to calculate suitable geo-location and provide suggestions for setting up Shopee Express logistics endpoints to achieve an 80% coverage rate at an optimized cost.
- In charge of the model design section of the Smart Push Notification Plan. Developed a recommendation system by SVD Model, which successfully increased at least two times the click rate.
- Built a distributed task system based on Celery and implemented Task Tracker by RabbitMQ & MySQL. Accomplishing the target of sending over 2000 emails with personalized attachments, resolved the jobs taking 2 months if by manual.
Sep 2018 - Sep 2019
Data Science Intern
Shopee Taiwan, Taipei
- Use tree-based models combined with user traffic & behavior to predict the voucher sensitivity of our users, tag users by the possibility of voucher-driven, and implement customer relationship management.
- Built crawler scripts with Python to scrap 3 million competitors' data daily.
Special Experience
2020
Lecturer - Happy Coding Online Course
Data Science for Business
Education
2015 - 2019
Soochow University
Bachelor's Degree in Big Data Management
技能
Tech Stack
Python MongoDB GCP Docker Pytorch
Design Tools
Notion Slack
