pandas · NumPy projects
Final-year project topics built with pandas · NumPy — working builds, abstracts and honest quotation pricing.
News Article Category Classification using DistilBERT
This project fine-tunes a DistilBERT transformer to sort news articles into five topics — business, entertainment, politics,...
Phishing URL Detection using Machine Learning
This project builds a machine-learning classifier that scores URLs for phishing risk from 30 lexical, host and brand-imperson...
River Discharge Forecasting using LSTM
This project builds a two-layer LSTM that forecasts daily river discharge (cumec) from rainfall and past flow — the core of f...
SMS Spam Detection using NLP (UCI SMS Spam Collection)
This project builds an SMS spam filter that learns the language of spam from 5,574 real labelled text messages. A TF-IDF + Mu...
Software Defect Prediction using Machine Learning (NASA MDP)
This project predicts which software modules are likely to contain defects — before testing even starts — using only static c...
Solar Irradiance Forecasting using Weather Data
This project forecasts solar irradiance (GHI) up to 48 hours ahead from weather variables using a sequence-to-sequence LSTM t...
Stock Price Forecasting using LSTM Neural Networks (NIFTY-50 Dataset)
This project builds an LSTM neural network that forecasts the next trading day's NIFTY-50 closing level from a 15-day window...
Student Performance Prediction using Machine Learning
This project builds a machine-learning model that predicts a student's final grade from study habits, past performance and ba...
T20 Cricket Score Prediction using Machine Learning
This project builds two machine-learning models for T20 cricket — a regressor that predicts the final innings total from any...