Hi, welcome to my portfolio!
I am a data science and engineering professional with prior experience in analytics, project management and team leadership. I hold a master's degree in Information and Data Science at UC Berkeley (MIDS), and have a passion for applying data science and analytical skills in solving complex business problems.
Most of the following projects were originated from the courses that I took during MIDS. My goals when building these projects were deriving insights from the data, and level up essential skills in programing, statistics and machine learning to be successful in Tech.
I hope you find them interesting, and any recommendations are very welcome.
Project Overview
| Skills | Tools | Topics |
|---|---|---|
| Full Stack Data Science (NLP, MLOps, DE) | Pytorch Transformers PySpark HyperOpt Kubernetes Docker FastAPI WebScraping |
DD.ai A Platform for Drug-Drug Interaction (DDI) Prediction |
| Natural Language Processing (NLP) | Pytorch Transformers |
Text Detoxification in Online Communications |
| Machine Learning Operations (MLOps) | Kubernetes Docker FastAPI K6 AKS |
Full End-to-End Machine Learning API |
| Machine Learning with Big Data | Spark Python Databricks |
US Domestic Flight Delays Prediction at Scale |
| Deep Learning, Computer Vision | Pytorch Python Docker |
American Sign Language Detection On Edge Device |
| Machine Learning | Scikit-Learn Python |
Annual Compensation Prediction for Data Scientist |
| Statistics: Causal Inference | R | US Tourism and COVID-19 Vaccinations |
| Statistics: Hypothesis Testing | R | 2020 US Election: Voters’ Demographics & Perspective |
| Assemble Data Pipeline | Docker Kafka Flask Spark Python Apache Bench Presto Hadoop |
Understanding User Behavior: Game API Streaming |
| ETL Data Pipeline | Docker Kafka Spark Python Hadoop |
Tracking User Activity: Exams Taking |
| Data Analysis | SQL BigQuery Python |
San Francisco Bike Share: Business Recommendations |
| Data Analysis | Python | Real Estate and Academic Performance in Los Angeles |
| Object Oriented Programing | Python | Game Design: Kwaii Lottery |