C10
Training in Practice
5 lessons3 hoursPlannedFree
Outcome
Diagnose and fix real training problems.
Prerequisites
- Python basics.
Lessons
- L01Overfitting and regularization (dropout, weight decay) · coming soonExercise: Show the effect on a validation curve.
- L02Learning rate schedules and warmup · coming soonExercise: Compare cosine and step schedules.
- L03Mixed precision training · coming soonExercise: Measure speed and memory gains.
- L04Debugging checklist: data, shapes, loss, gradients · coming soonExercise: Fix three planted bugs.
- L05Experiment tracking and reproducibility · coming soonExercise: Log a run with seeds and config.