RYAN ZERNACH

Senior AI Systems Engineer

Ryan_Zernach_2025_Senior_AI_Systems_Engineer_Remote_United_States

🛩️ Airline Price Predictor: How are Flight Prices Calculated?

How much will you pay for your next flight? I trained a machine learning model using 9 million flight records to predict the price of your next flight!

Related Links
GitHub Repository
Modeling Notebook
View Dataset
🛩️ Airline Price Predictor: How are Flight Prices Calculated?

Summary

Select your origin city, your destination city, with which airline company you are flying, and how many tickets you are purchasing — and my model will predict the round-trip cost! View the ReadMe in Github to learn about my modeling process & statistical analysis.

Tech Stack

Flask, Heroku, Dash Core Components, Scikit-Learn, Category_Encoders, PDP (Partial Dependence Plots), Plotly, Matplotlib, Seaborn, Shap (Shapley), eli5 (Permutation Importances)

Team

Solo Project

Timeline

Less than Two Weeks