01
Portfolio review
Every project is read the way a hiring engineer would read it, then sent back for another pass. Not marked. Reviewed, and returned with what to change.
- Repository structure, README, and reproducible run steps
- Baseline against final model, with the reasoning written down
- Error analysis and honest limitations
- Trade-off notes on accuracy, latency, cost and complexity
The last one is the one people skip, and it is the one an interviewer asks about.