Welcome

Data Science Portfolio

Pairing Optimization

This project is a solution to the business problem of reducing excess products or creating new products from pairing up existing ones. It uses a sample data source that resembles a dataset in the business.

Ranked Recommendation

This project offers customers relevant products that align with their purchasing patterns. This not only increases the likelihood of additional sales but also enhances the overall customer experience by providing tailored product recommendations.

Topic Modeling

This project identifies topics from text (product descriptions) to reveal underlying themes and highlight the unique words within each topic. This can be use in other NLP (Natural language processing) based projects.

Product Similarity

Finds similar products based on their text based descriptions to find competition, complements, and niches in the market