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XGBoost projects

Final-year project topics built with XGBoost — working builds, abstracts and honest quotation pricing.

Illustrative mockup of the AI-Based Phishing Website Detection extension.
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AI-Based Phishing Website Detection

An XGBoost classifier trained on 30+ URL and page-content features that flags phishing sites in real time through a Flask API...

Python Machine Learning XGBoost
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Bike Sharing Demand Prediction using Machine Learning — project thumbnail preview
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Bike Sharing Demand Prediction using Machine Learning

This project builds a gradient-boosting regressor that predicts hourly bike-sharing rental demand from hour, weekday, tempera...

XGBoost scikit-learn Jupyter notebook
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Concrete Compressive Strength Prediction using ML — project thumbnail preview
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Concrete Compressive Strength Prediction using ML

This project builds an XGBoost regressor that predicts concrete compressive strength (MPa) from eight mix proportions — cemen...

XGBoost scikit-learn Jupyter notebook
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Illustrative mockup of the Credit Card Fraud Detection using Machine Learning interface.
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Credit Card Fraud Detection using Machine Learning

A machine-learning fraud detection system trained on real credit-card transaction data. It handles class imbalance with SMOTE...

Python Web Dashboard Machine Learning
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Credit Card Fraud Detection using XGBoost — project thumbnail preview
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Credit Card Fraud Detection using XGBoost

This project builds an XGBoost classifier that scores credit-card transactions for fraud in milliseconds, trained on the publ...

XGBoost scikit-learn Jupyter notebook
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Cover thumbnail image for the Crop Recommendation System using Machine Learning project.
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Crop Recommendation System using Machine Learning

An AgriTech recommender that suggests the best crop to plant from soil nutrients (N, P, K), pH, temperature, humidity and rai...

Python XGBoost Random Forest
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Cover thumbnail image for the Customer Churn Prediction using Machine Learning project.
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Customer Churn Prediction using Machine Learning

A telecom-style churn predictor that flags customers likely to cancel using XGBoost on usage, billing and support-ticket feat...

Python XGBoost SMOTE
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Electricity Theft Detection using XGBoost — project thumbnail preview
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Electricity Theft Detection using XGBoost

This project builds an XGBoost classifier that flags electricity theft from smart-meter consumption records. It engineers tam...

XGBoost scikit-learn Matplotlib
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Flight Fare Prediction using Machine Learning — project thumbnail preview
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Flight Fare Prediction using Machine Learning

This project builds a gradient-boosting regressor that predicts domestic flight fares from route, airline, stops, duration an...

XGBoost scikit-learn Matplotlib
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