Projects
Welcome to my projects page! I'm excited to share my collection of projects with you, each of which reflects my curiosity and passion for learning. Using data science and operations research, I have explored a variety of topics that interest me in real life and aimed to find answers through the development/improvement of these projects.
PedalPredict : Hourly Bike-Share Station Traffic Flow Prediction
Keywords: Machine Learning, Data Scraping, Data Transformation, R, API
Predicts hourly net bike flow count of 1600+ stations using only the current weather information through Weather API with an accuracy of ~%80. Trained on big data set of 5 million rows, web scraped and cleaned by me.
BikeSync: Streamlined Bike-Share Inventory Allocation Suggestions
Keywords: Linear Programming, Data Visualization, Python, Scipy, Pandas, Matplotlib, Numpy, Networkx
Computes the most optimal strategy to allocate bikes among 1600+ stations to balance the bike-share system. Strategy avoids under or overstocking while utilizing the current station stock information through bike-share companies' APIs.
OptiBoard : Boarding Optimization Simulation
Keywords: Python, Object-oriented programming, Simulation, Optimization, Pygame, Dynamic Data Visualization
Developed an object-oriented boarding simulation from scratch using Python and Pygame to optimize passenger boarding for airlines. Offers a platform to test different boarding strategies, analyze their effectiveness, and animate the boarding supporting data-driven decision-making for airline operators. Runs on a timer and offers adjustable speed settings.
SQRant 🍽
Keywords: Application, React, Javascript, Google Cloud, Databases, SQL, Triggers
An Online App that is an internal restaurant management system. The front end is built on React while the back end is built on Javascript, Google Cloud, and MySQL. I built the Analytics page connecting the restaurant backend to data visualizations via React chartjs-2 to give insights on performance metrics
⭐︎ The application cannot be displayed at the moment because the free trial for Herokuapp and Google Cloud has expired. The Github repository is currently private for cybersecurity reasons. If you need access, please contact me.
