Project Writeups
Retrospectives on real projects: what was built, what it found, and what would be done differently.
2 articles
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Building a Stock Prediction Pipeline: What We Did and What We Learned
A project retrospective on predicting short-term stock moves from Reddit comment sentiment and 30-minute price data with an SVM classifier: what was built in 2020, what it found, and what a rebuild should change.
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How BD Used AWS to Stop Guessing When Medical Devices Would Fail
A look at Becton Dickinson's MPAR system — a real-world example of turning device telemetry into proactive maintenance intelligence using AppFlow, Lambda, Athena, and QuickSight.