Practical projects across AI, machine learning, and data.

Machine Learning

A machine learning application that estimates customer churn likelihood from customer, service, contract, and billing information.

NLP

A three-class sentiment analysis application that classifies text into positive, negative, and neutral sentiment using NLP and machine learning.

Generative AI

A RAG-based agriculture advisor that retrieves relevant knowledge and generates context-aware responses through a Streamlit application.

Data Analysis

A data analysis project that explores e-commerce sales, profitability, customer segments, products, regions, and discount patterns.

Cloud Computing

A hands-on AWS infrastructure project covering secure web hosting, identity and access management, private storage, backup, cost monitoring, and network troubleshooting.