pandas · NumPy projects
Final-year project topics built with pandas · NumPy — working builds, abstracts and honest quotation pricing.
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...
Book Recommendation using Collaborative Filtering (Book-Crossing)
This project builds an item-based collaborative-filtering recommender on the Book-Crossing benchmark (1.15 million ratings) t...
Concrete Compressive Strength Prediction using ML
This project builds an XGBoost regressor that predicts concrete compressive strength (MPa) from eight mix proportions — cemen...
Credit Card Fraud Detection using Machine Learning
This project builds a machine-learning fraud scorer for credit card transactions, trained on the public Kaggle dataset of 284...
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...
Customer Segmentation using K-Means Clustering (Mall Customers)
This project applies K-Means clustering to the classic Mall Customers dataset (200 customers) to discover five interpretable...
Disaster Tweet Classification using NLP
This project teaches a machine to read a tweet and decide whether it reports a real disaster — the hard part being figurative...
Electricity Demand Forecasting using LSTM
This project builds a stacked LSTM network that forecasts the next 24 hours of electricity demand from a 7-day window of hous...
Electricity Theft Detection using XGBoost
This project builds an XGBoost classifier that flags electricity theft from smart-meter consumption records. It engineers tam...