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Signal Lab
Models that answer real questions.
From business question to deployed model.
8 live hours · 4 weekends
Project: Student Success Predictor
Commit every sessionEnd-to-end ML workflowLive prediction API
Outcomes
- Frame a business question with clear success metrics
- Build a clean dataset and exploratory analysis pipeline
- Train and evaluate supervised models with scikit-learn
- Deploy a simple API and package the workflow on GitHub
Artifacts
01
Data Intake Lab
Merged dataset and cleaning pipeline
02
At-Risk Classifier
Trained model and evaluation report
03
Prediction API + Portfolio
FastAPI endpoint and monorepo README