Machine Learning Models

Predictive modeling and classification systems using supervised learning, decision trees, and model evaluation frameworks.

Supervised Learning · Decision Trees · Classification

Predictive Bank Loan Modeling

Built a predictive classification model for a bank to identify which existing customers are most likely to accept a personal loan offer. The model achieved 98.7% recall, enabling targeted marketing campaigns that could reduce customer acquisition costs by 60–70%.

Tags
Python Decision Trees Feature Engineering EDA Classification
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Supervised Learning · Model Training · Evaluation

Custom Classification Model

Trained and evaluated a custom classification model for structured data prediction. Full case study details coming soon.

Tags
Python Scikit-learn Model Evaluation
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