Week 11
Supervised Learning in Python

Updating your local environment

The environment.yml in this repository contains all of the necessary packages. To update your local environment:

Step 1. Download the environment.yml file in this repository to your computer.

Important: Make sure you download the raw version of the file from GitHub and that the file extension on your computer is .yml.

Step 2. From either the Anaconda Prompt (Windows) or Terminal app (MacOS):

conda env update --file environment.yml --name musa-620

where musa-620 should be the same name of the environment you have been using.

Reference

• scikit-learn
  • User guide
  • RandomForestRegressor
  • Column transformer example
• Decision trees
• Machine learning models in the real estate industry
  • Airbnb recommends pricing to hosts
  • Trulia converts house photos to house features
  • Zillow's Zestimate
• The missingno package
• Presentation on the Office of Property Assessment's methodology
• City Controller analysis of property assessments
• Algorithmic fairness with case study on modeling Philadelphia's home values