Case Studies
Selected platform and product case studies with architecture decisions, outcomes, and leadership lessons.
Project · Jul 1, 2021
Kaggle quantitative modeling project focused on forecasting realized volatility from market microstructure signals. Built a reproducible experimentation workflow for feature engineering and model iteration in a high-noise financial setting.
Read more →Project · Jun 1, 2020
Pipeline for collecting Reddit content in real time and applying NLP-based sentiment modeling for domain-specific insights. Built an automated scrape-to-database-to-model pipeline for continuous sentiment analysis.
Read more →Project · May 1, 2020
Real-time emotion recognition system trained on grayscale facial images and deployed to an interactive interface. Delivered end-to-end model training, export, and live inference workflow for expression classification.
Read more →Project · May 1, 2020
Interactive ML web app enabling dataset upload, model comparison, and rapid experimentation from a browser interface. Delivered a practical no-code/low-code interface for experimenting with classification models and feature workflows.
Read more →Project · Apr 1, 2020
End-to-end data wrangling and insight extraction project using Twitter API data from WeRateDogs. Demonstrated production-style data collection, cleaning, analysis, and storytelling in one workflow.
Read more →Project · Dec 1, 2018
Embedded wireless ordering system replacing pen-and-paper restaurant flow with table-side digital ordering. Improved order accuracy and operational flow through low-cost embedded automation design.
Read more →Project · Dec 1, 2017
Embedded security system combining keyless access, random-password protection, and intercom communication. Integrated safety, usability, and industrial-style product design in a single end-to-end hardware project.
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