LLM Training Systems: Tracking, Epochs, and Ablations
Robust Training Setup
Five required components:
- Config management — all hyperparameters captured
- Tracking backend — W&B / MLflow / TensorBoard
- Evaluation protocol — fixed validation + task metrics
- Ablation framework — controlled experiments
- Run registry — what changed, why, and what improved
Key discipline rules:
- Change one factor at a time — simultaneous changes make attribution impossible
- F
[Description truncada. Veja o README completo no GitHub.]