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Pandas projects

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

Cover thumbnail image for the AI Mock Interview System with Feedback project.
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AI Mock Interview System with Feedback

An AI interviewer that conducts mock technical and HR interviews, transcribes answers with speech recognition and scores them...

Python Natural Language Processing Machine Learning
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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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Drowning Detection in Pools using CNN - project prototype demo screenshot
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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...

NumPy Pandas PyTorch
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Essay Scoring using BERT — project thumbnail preview
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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...

scikit-learn NumPy Pandas
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Facial emotion detection project thumbnail showing a face detected with emotion label and confidence bars overlaid.
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Facial Emotion Detection using CNN

A deep-learning system that detects faces in real time and classifies emotions — happy, sad, angry, fear, surprise, neutral —...

Python Data Visualization Machine Learning
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Cover thumbnail showing banana and mango ripeness grading stages, for the CNN-based fruit ripeness classification project.
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Fruit Ripeness Classification using CNN

This project builds a CNN classifier that grades fruit ripeness stages — unripe, ripe, overripe — from photographs of bananas...

OpenCV NumPy Pandas
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Cover image of the house price prediction project, showing the HomeValue estimator app with a price estimate and feature-importance explanation chart.
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House Price Prediction using Machine Learning

A regression system that predicts house prices from features like area, bedrooms, location and amenities using XGBoost and Ra...

Python XGBoost Random Forest
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Cover thumbnail image for the Loan Approval Prediction using Machine Learning project.
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Loan Approval Prediction using Machine Learning

A fintech classifier that predicts loan approval from applicant income, credit history, employment and loan features. The app...

Python XGBoost scikit-learn
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