Projects

In my free time, I often do projects for fun. Some of them are imitating what I did as a professional and the rest of them are intended for upgrading my knowledge and skills. Check them out!

Text categorization
Topic Extraction Instagram App Reviews July 2023

Executed an end-to-end project with the goal of extracting topics from Instagram App reviews to provide the responsible team with a comprehensive overview of their scope of work issues. Utilized a semi-supervised approach by employing BERTopic for topic extraction and creating classification models using XGBoost.

Tableau Public Deck PPT github (coming soon)

#classification

#nlp

Supply Chain
Ecommerce Sales Forecast using Prophet

Unlock the Full Potential of Your Ecommerce Business! Accurate sales prediction in the supply chain is vital for precise inventory planning, minimizing losses, and optimizing operational efficiency. With advanced forecasting models, companies can align their stock levels with anticipated demand, reducing the risk of stockouts and excess inventory.

Kaggle Deck PPT

#time-series

A recommendation system webpage
Zeeflix - Multistage recommendation System

A multi-stage recommendation web-app. Two stages processing are used to generate a better recommendation for users, those are candidate retrieval and learning to rank algorithm.

Web-app GitHub

#recommendation-system

A recommendation system webpage
Handle Cold Start Users with Association Rules

Most of the time cold-start users are hard to handle because we only have a little information about them. In the article, I elaborate on how to handle cold start users using popular data mining technique, association rules.

Medium

#recommendation-system

Tableau Dashboard
Los Angeles Restaurants Information Dashboard

This dashboard contains rating, popularity, reviews, and location information about restos in Los Angeles scraped from Yelp.com

Tableau Public

#tableau #dashboard