Zebashireen Fahim Shaikh

Software Failure Prediction and Efficiency Optimization Using AI/ML Techniques

The analysis indicates that no single model is universally optimal; robust software failure prediction requires dataset-aware preprocessing, leakage-safe validation, imbalance-aware evaluation, and an explicit trade-off among predictive performance, computational efficiency, and interpretability.