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Data Mining, Database, Statistical Modeling, ML/DL, NLP, Software Architecture for Big Data

University of Colorado Boulder

Solid training in machine learning and deep learning. Presented a capstone project on text classification with extremely small and unbalanced dataset. Conducted a series of experiments using a variety of approaches, such as Easy Data Augmentation(EDA), GAN-BERT, Sentence-BERT... etc. Reported to boost the classifiers' performance by about 10%, comparing to the original BERT model.

財團法人台灣人工智慧學校基金會

National Taiwan University

Data / Back-end Development

Jay Lin

MyDearTeacher

Founder

Startup: 
- Initiated the project from the ground up, leading to the development of a profitable system that serves 300+ active users per month. 

User research & Data analysis:
-Conducted over 1000 hours of user interviews and focus groups, providing valuable insights for product development and iterations. 
-Performed in-depth data analysis, which informed critical business strategies and drove product iterations.

Web development: 
- Solo executed full-stack web development using a technology stack including Flask, PostgreSQL, Bootstrap, and Google Cloud Storage.

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