Advanced model of Bm25 is Bm25+, which was implemented and compared with the baseline model (bm25)

🚀 A Job Recommendation Engine built with FastAPI and MongoDB, designed to integrate with a job portal frontend. Uses TF-IDF + Cosine Similarity to recommend jobs to users based on their skills. Exposes a /recommend/{user_id} endpoint that returns personalized job suggestions in real-time.

NLP on Women's Clothing Text Reviews

Predict personality types as one of the sixteen categories of Myers Briggs personality types (MBTI) based on the correlation between people's writing styles and their psychological personalities.

This project implements a news article retrieval system using dataset of BBC articles. It utilizes FastAPI for the API layer, TF-IDF for term weighting, and Word2Vec and allows users to query the dataset for top-matching articles with similarity scores.

This is a simple implementation of a search system that can read and sort .txt documents by their relevance.

A beginner-friendly Machine Learning project that classifies SMS messages as Spam or Ham (Not Spam) using Python, Scikit-learn, and TF-IDF vectorization. This project includes text preprocessing, model training, evaluation, and vocabulary visualization using WordClouds.

ChatBotFAQs is a lightweight web-based chatbot that answers frequently asked questions using NLP techniques. It uses TF-IDF vectorization and cosine similarity to find the most relevant answer from a predefined set of FAQs.

Book recommendation system using NLP ML techniques.

Explore a comprehensive analysis of Netflix's extensive collection of movies and TV shows, clustering them into distinct categories. This GitHub repository contains all the details, code, and insights into how we've organized and grouped the vast content library into meaningful clusters.

Simple smart email spam classification using machine learning to protect inboxes from unwanted content.

Sistema para recomendación de libros desarrollado en Python con Inteligencia Artigical, utilizando algoritmos como KNN y TD-IDF.

a natural language processing project (information retrieval / IR) - indonesia

Sentiment Analysis Project using Count Vectorizer and TF-IDF Vectorizer

Image gallery - Search based on an images EXIF data