Machine Learning Projects for Final Year Students

Machine learning final year projects with scikit-learn, deep learning and model deployment.

Every software project comes with complete source code, project report, PPT and setup support until your review and viva.

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10 Machine Learning Projects

Machine Learning · Beginner

Handwritten Digit and Signature Recognition using Deep Learning

Trains a CNN on the MNIST dataset and a custom signature corpus to recognise handwritten digits and verify signature authenticity for doc…

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Machine Learning · Advanced

Real-Time Object Detection for Autonomous Vehicles using YOLO

Detects pedestrians, vehicles and traffic signs in real time from dashcam footage using a YOLOv8 model optimised for edge-device inferenc…

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Machine Learning · Intermediate

Speech Emotion Recognition using Machine Learning

Classifies speaker emotion from voice-recording features like pitch and MFCCs using an SVM and CNN ensemble, achieving 87% accuracy acros…

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Machine Learning · Beginner

Plant Species Classification using Convolutional Neural Networks

Classifies leaf images into plant species using a fine-tuned CNN, packaged as a mobile-friendly app to help farmers and botanists identif…

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Machine Learning · Advanced

Predictive Maintenance for Industrial Machinery using ML

Predicts equipment failure from vibration and temperature sensor time-series using a gradient-boosted survival model, giving maintenance …

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Machine Learning · Beginner

Customer Review Rating Prediction using Machine Learning

Predicts a numeric star rating from review text alone using TF-IDF features and a gradient-boosting classifier, validated on an e-commerc…

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Machine Learning · Intermediate

Human Activity Recognition using Wearable Sensor Data and ML

Classifies walking, running, sitting and falling activities from accelerometer and gyroscope wearable data using a random-forest model, a…

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Machine Learning · Advanced

Anomaly Detection in Manufacturing using Machine Learning

Flags defective units on a production line by detecting anomalies in sensor-measured dimensional and visual features using an isolation-f…

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Machine Learning · Advanced

Multi-Class Skin Disease Classification using Deep Learning

Classifies dermatological images into multiple skin-condition categories using a fine-tuned EfficientNet model, achieving 92% top-1 accur…

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Machine Learning · Beginner

Traffic Sign Recognition System using Convolutional Neural Networks

Recognises and classifies traffic signs from live camera footage using a CNN trained on the GTSRB dataset, intended as a driver-assistanc…

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Frequently asked questions

What do I get with a software project?

Complete source code, project report, PPT, setup guidance and support until your review and viva.

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