All projects Animated overview of the steps below (an illustration, not recorded footage).
Used-car pricing with machine learning
Used-car price estimates from online marketplace listings
- scikit-learn
- Python
From listings to price estimates
01Step 1 of 3
Listings
Online marketplace listings of used cars.
02Step 2 of 3, scikit-learn
Models
Regression and clustering models in scikit-learn.
03Step 3 of 3
Price estimate
An estimated price for each used car.
Tech stack in this project
- scikit-learnRegression and clustering models
Why it matters for supply chain
- Price models = procurement cost benchmarking
- Clustering = item segments for inventory policy
Linked to my Master of Logistics & SCM, University of Sydney
Read the full case study
Problem
Estimate used-car prices from online marketplace listings.
Approach
- Built regression and clustering models on online marketplace listings to estimate used-car prices.