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The aim of this project is to build an application that predicts the monthly rental of a house based on the given attributes. The project works on a dataset for a small region of a city.

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blurred-machine/Real-Estate-Rental-Pricing-Prediction-End-to-End-ML-Project

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House-Rental-Prediction

(Under Development)

About

  • An application which predicts the monthly rental of a house based on the given attributes.
  • A Macine Learning Project focused on predicting house prices for a house purchase.

Attributes:

  • Id: listing id
  • url: listing URL
  • region: craigslist region
  • region_url: region URL
  • type: housing type
  • sqfeet: total square footage
  • beds:number of beds
  • baths:number of bathrooms
  • cats_allowed: cats allowed boolean (1 = yes, 0 = no)
  • dogs_allowed: dogs allowed boolean
  • smoking_allowed: smoking allowed boolean
  • wheelchair_access: has wheelchair access boolean
  • electric_vehicle_charge: has electric vehicle charger boolean
  • comes_furnished: comes with furniture boolean
  • laundry_options: laundry options available
  • parking_options: parking options available
  • image_url: image URL
  • description: description by poster
  • lat: latitude
  • long: longitude
  • state: state of listing
  • price: rent per month (Target Column)

Dataset Citation:

  • License CC0: Public Domain
  • Domain Public
  • Sources Craigslist.org
  • Dataset owner Austin Reese
  • Date created 2020-01-07

Implementation

Project access Link:

http://ec2-18-188-83-100.us-east-2.compute.amazonaws.com:8088

Project Code Link:

https://github.com/blurred-machine/Real-Estate-Rental-Pricing-Prediction

Project demo video Link:

https://www.youtube.com/watch?v=PO_off_VSnY&t

Author

  • Paras Varshney

About

The aim of this project is to build an application that predicts the monthly rental of a house based on the given attributes. The project works on a dataset for a small region of a city.

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