Synthesized 160 similar data points on Zia’s dataset by applying Applied Synthetic Minority Oversampling Technique using NumPy and scikit-learn APIs. Analyzed results of 15+ popular Machine Learning models by using scikit-learn and XGBoost APIs. Developed 2 optimization algorithms in MATLAB: Energy-Efficient Bat and Cost-Efficient Bat for hyperparameter tuning of Neuro-Fuzzy systems, boosting prediction accuracy to 99.7%.