Simon Chen Email & Phone Number

• Achieved over 20% excess profits though the stock trend decreased by over 14% in GCN-multi-modal after transferring sentiment analysis via FinBERT and comparing GBTs, LSTM, ARIMA, and Polarity models by portfolio.
• Collected and analyzed data from 21 stocks with over 400+ daily news per stock and 10+ years of quantitative info.
• Developed a deep neural network of AI and ML innovations and utilized this information to assist stock decisions.
• Crafted intricate data visualizations comprising charts and graphs to facilitate research findings comprehension.

• Deployed Terraform to orchestrate infrastructure, enabling the manipulation of AWS services such as S3 and Redshift.
• Implemented web scraping to gather data from websites, processing it in real-time using Kafka or Kinesis, and conducting robust data pipelines and data processing scripts with Databricks and PySpark.
• Configured ETL pipeline which processed data across AWS S3 with Glue (PySpark) or EMR cluster into Redshift or Athena for dashboard (Tableau or AWS QuickSight) creation based on business solutions.
• Automated the ETL process using Apache Airflow and Docker, resulting in a 25% reduction in manual workload.
• Implemented AWS Lambda and CloudWatch to streamline data manipulation and efficiently monitor activities of S3.

• Deployed Python, and PySpark with MLlib to implement different machine learning algorithms including Generalized Linear Models, Decision Trees, GBM, Linear Regression, text analysis, and Neural Networks.
• Improved ensemble model for risk control between investment and rate of return, enhancing the performance by 12%.
• Prevented 27% of the loss by analyzing the investment risk severity to detect future loss via XGBoost and LightGBM.
• Detected suitable products for the clients with logistic regression to increase > $2.5m potential income.
• Designed dashboards with Tableau provided complex reports, including summaries, charts, and graphs to interpret findings for the team and stakeholders.

Master'S Degree, Data Science

Activities and Societies: AU Taiwan Student AssociationRelated courses: statistic methods, regression, data mining (Machine Learning).

Bachelor'S Degree, Applying Statistic And Data Science

Activities and Societies: MCU Activities Section, Student Association MCU Activities Coordinator

Master Of Science, Data Science

Bachelor Of Science, Applied Statistics And Data Science