Offered By: IBMSkillsNetwork
Build an AI Web App for Diamond Price Prediction
Imagine the excitement of planning a special gift—a diamond ring—to celebrate an anniversary or a loved one's birthday. As you browse through options, you're struck by the wide range of prices and the intricate details that determine a diamond's value. Wouldn't it be amazing to have a free web app that helps you understand and predict the price of these precious gems, ensuring that your gift is meaningful within your budget?
Continue readingGuided Project
Artificial Intelligence
104 EnrolledAt a Glance
Imagine the excitement of planning a special gift—a diamond ring—to celebrate an anniversary or a loved one's birthday. As you browse through options, you're struck by the wide range of prices and the intricate details that determine a diamond's value. Wouldn't it be amazing to have a free web app that helps you understand and predict the price of these precious gems, ensuring that your gift is meaningful within your budget?
A Look at the Project Ahead
By the end of this project, you will be able to:
- Master the data preprocessing pipeline, including feature selection, encoding, and handling outliers.
- Explore and understand the concepts of correlation analysis and feature visualization.
- Build and evaluate various machine learning models, interpreting metrics like MAE, MSE, and R-squared.
- Identify and choose the most effective model for making future diamond price predictions.
- Use open-source framework, Mercury, to share the exciting outcomes from the Jupyter Notebook with a global audience through the web.
What You'll Need
IBM Skills Network Labs environment also comes with many technical requisites pre-installed to save the hassle of setting everything up, so we won't be dealing with any environment issues.