Pandas projects
Final-year project topics built with Pandas — working builds, abstracts and honest quotation pricing.
Movie Recommendation System using Collaborative Filtering
A recommendation engine that suggests movies using user-based and item-based collaborative filtering on the MovieLens dataset...
Mushroom Edibility Classifier using ML
This project trains Random Forest and Gradient Boosting classifiers on the UCI mushroom dataset — 8,124 specimens with 22 mor...
Natural Language to SQL Query Generator
This project builds a natural-language-to-SQL generator: type a plain-English question like "show me customers from Mumbai wh...
Sarcasm Detection in Tweets using BERT
This project fine-tunes bert-base-uncased on the iSarcasmEval benchmark (SemEval-2022 Task 6) — real tweets self-annotated by...
Sentiment Analysis on E-commerce Reviews using NLP
An NLP system that classifies e-commerce product reviews as positive, negative or neutral and extracts aspect-level insights...
Smart Email Triage Dashboard with Urgency Classification
This project builds a smart email triage dashboard that reads an inbox and sorts every message by urgency — critical, high, n...
Stance Detection using BERT
This project fine-tunes bert-base-uncased on the SemEval-2016 Task 6 stance-detection benchmark — 4,870 real tweets annotated...