Visualization¶
The pipeline includes structured visualization for both model evaluation and biological interpretation.
Model evaluation¶
- Confusion matrix
- ROC curves
- Probability distributions
Biological validation¶
- Prediction vs EC50 correlation
- Prediction vs Δmax or R²
Interpretability¶
- Saliency maps
- Integrated gradients plots
- Residue importance summaries
Error analysis¶
- High-confidence misclassifications
- Identification of difficult cases
Interpretation¶
These plots are designed to answer:
- Is the model accurate?
- Does it align with biology?
- Where does it fail?
Visualization is not decorative; it is diagnostic and interpretive.