PROJECTS
Cognitive Load & Emotion State Classification | Illinois Institute of Technology (Jan 2024 – Present)
• Built LSTM and CNN models using TensorFlow to classify cognitive states (e.g., attention, “Aha!
moments”) from multi-modal biosensor data (EEG, EDA, pupil response).
• Preprocessed EEG signals with ICA decomposition in EEGLab, removing noise and improving model
accuracy by 15%.
• Engineered time-series features (3s/5s windows) and trained XGBoost, SVM, and EEGNet
architectures, achieving 0.9 F1-score in emotion state classification.
PROFESSIONAL EXPERIENCE
Research Assistant | Illinois Institute of Technology, Chicago, IL (Jan 2024 – Present)
(See Projects section for details)
Senior Salesforce Developer | Salesforce-to-Financial System Integration | THS Inc., Tokyo (Jan 2018 –
Jun 2022)
• Led end-to-end development of 12 Salesforce pages using Apex, Visualforce, and SOQL, improving
user workflow efficiency by 25%.
• Automated data transactions between Salesforce and external systems by developing 20+ batch
processes in Apex, reducing manual effort by 30%.
• Designed unit test cases with 85% coverage, ensuring system reliability for financial operations.