Carmart Analysis

Perform data analysis on used cars market.

Project Intro

Given used cars market data, design and apply data mining techniques to come up with appropriate solutions.

Methods Used

• Machine Learning
• Data Visualization
• Interpretable Machine Learning

Technologies

• Python
• Pandas, jupyter
• Shapley

Project Description

1. Task 1 Prediction of car resale prices. This a regression problem. Important features are identified.
2. Task 3 Predict the number of days to sell a car. Interpret machine learning models to identify significant features that reduce the duration to sell a car.

Process Flow

• data scraping
• data exploration
• data processing
• data modeling
• writeup