Giter Club home page Giter Club logo

king-county-house-price-predictor's Introduction

King County House Price Predictor

Seattle_image

Author: Tjade Appel

This project is still in progress.

Overview

King County is a county in the US state of Washington. At the 2010 census, the county had 1,931,249 inhabitants and a population density of 350.7 inhabitants per square kilometer. The county administration is located in Seattle.

As real estate prices in densely populated areas are skyrocketing, predicting the correct price for a house or apartment based on its features like living area, number of bedrooms etc. is of major importance.

Business Case:

In this project the goal is to implement and evaluate a multivariate linear regression model that allows the user to predict the real estate price of a chosen object based on its features.

Outcome / Findings:

The outcome of the project is a multivariate linear regression model with an R2-Score of 84%.

Contents of Repository

  • King_County_Code.ipynb (main Jupyter Notebook)
  • Presentation.pdf (presentation of findings)
  • data (directory with the raw data)

Python Modules Used:

  • Pandas
  • NumPy
  • Matplotlib
  • Seaborn
  • Datetime
  • Scikit Learn

Future work

  • implementing additional features (crime rate in zipcode and others)

king-county-house-price-predictor's People

Contributors

tjade27 avatar

Stargazers

 avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.