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:

• GitHub
• YouTube

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:

• https://github.com/jupyter/docker-stacks
• https://github.com/jupyter-widgets/ipyleaflet
• https://ipyleaflet.readthedocs.io/en/latest/