Error Analysis and Limitation Note Template

Error Sample

Error Groups

• Common failure pattern:
• Rare but serious failure:
• Group or slice with weaker performance:
• Case where the model is overconfident:
• Case where input quality is poor:

Limitation Note

This model was built for a course exercise using safe, limited data. It may show how a PyTorch workflow behaves, but it does not prove that the model is ready for real decisions.

Known limits:

• Data:
• Labels:
• Metrics:
• Runtime:
• Generalisation:
• Fairness/accessibility:
• Human review:

Next Improvement

• One data improvement:
• One modelling improvement:
• One evaluation improvement:
• One reason to stop rather than improve:

Mark complete