蔡亞倫
Mail: [email protected] Phone: 0975082792
I am passionate about web technology and have taken database courses for my bachelor's and master's programs.
Education
Skills
Web
- Node.js Express.js
- MySQL、MongoDB
- Redis
- Python、Javascript
- Git、Docker、CI、CD
- WebSocket
DeepLearning
- Framework
- Pytorch
- Keras
- Pytorch
- Experience
- Building an AI model in medical projects
- Proposed an unsupervised domain adaptation model
- Training the model and fine-tuning hyper-parameters
Language
- TOEIC — 740
Projects
Social Media Web App
2022年1月 - now
This project is an app that is made by imitating social media, "Dcard"
- Use Node.js and express.js as a Backend
- Use pug css JavaScript and boostrap as Frontend
- Use MongoDB and its ODM Mongoose as a database
- Use Redis to cache data to achieve faster search speeds
- Use jwt to implement authentication
- Use index and compound index to speed up searching
- Dockerized the app
- Deploy this app to Heroku
ERP System
4月 2020 - 8月 2020
- Interviewed a steel mill in Pingtung and identified the requirements to improve the non-automated defects of the company's processes.
- Complete customer requirement analysis, and complete system analysis (System function flow, System data flow)
- Design of conceptual model E-R MODEL
- Database form design and formalization
- Physical design of database forms
Unsupervised Domain Adaptation for Instance Segmentation
2021年10月 - now
Proposed an unsupervised Domain adaptation architecture to address the problem that a large amount of accurate annotation data is needed, every time a new domain's training data comes in.
Predicting and Analyzing medical data with NLP
2020年9月 - 2020年12月
Process and analyze the original data, and then apply NLP techniques to NER tasks
- Dataset processing, data cleaning, role unification, text full shape to half shape...
- Word Embedding
- Training the NER model - Bi LSTM
