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Warsaw's Real Estate Price Prediction Neural Network

by Michal Wrzosek from Wrzosek Real Estate Agency

This repository keeps in one place files used to scrape real estate data, analyze data, create a prediction model and simple web app to serve as a simple website where you can interact with the model.

Stack:

  • Python
  • Scikit Learn
  • Jupyter Notebook
  • Node.js
  • Flask

Model Development Notebook

Building a Neural Network

In order to build my own network I was following mostly those resources.

Links:

Docker image

We're using Jupyter Notebook + Tensorflow & Keras image: tensorflow-notebook:5ed91e8e3249 Based on this image we're building our image where we're adding some more useful packages.

To build: npm run build To start: npm run start

Navigate to http://localhost:8888 and paste token that was printed in your console.

Links: