NumPy projects
Final-year project topics built with NumPy — working builds, abstracts and honest quotation pricing.
Automatic Number Plate Recognition using OpenCV
A computer-vision system that detects vehicle number plates in images and video, segments characters and recognizes them with...
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...
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...
Deepfake Image Detection using Deep Learning
A forensic AI system that distinguishes real photos from AI-manipulated faces using a CNN with frequency-domain features. The...
Driver Drowsiness Detection using Eye Tracking
A safety system that watches the driver's eyes through a webcam, computes the eye-aspect-ratio with facial landmarks and trig...
Drowning Detection in Pools using CNN
A pool monitoring aid that watches camera feeds for drowning-like distress patterns. Frame differencing builds motion maps, M...
Essay Scoring using BERT
This project fine-tunes bert-base-uncased on the ASAP automated essay scoring benchmark — 12,978 student essays across 8 prom...
Facial Emotion Detection using CNN
A deep-learning system that detects faces in real time and classifies emotions — happy, sad, angry, fear, surprise, neutral —...
Fake Review Detection using LSTM
A detector that reads a hotel review and judges whether it was genuinely written by a guest or fabricated to deceive. A two-l...