In the previous Chapter we described how to scrape a famous italian website that collects announces about house selling and renting from many agencies around the country, in order to create a dataset on which we can subsequently train our regression model on prices. In this Chapter we are gonna do exactly that. Let’s start!

How to prepare a good model in minutes

PYCARET announce of the newest release of late October 2020

What is PYCARET? Autors describe it like that:

PyCaret is an open-source, low-code machine learning library in Python that automates machine learning workflows. …


In the previous Chapter we described how to scrape a famous italian website that collects announces about house selling and renting from many agencies around the country, in order to create a dataset on which we can subsequently train our regression model on prices. In this Chapter we are gonna do exactly that. Let’s start!

Cooking needs a pot…why not a TPot?

What is TPOT? From the creator’s website:

Consider TPOT your Data Science Assistant. TPOT is a Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.

In practice, TPOT is a kind of Machine Learning bruteforcer that uses Scikit-learn’s python libraries to…


Last year I moved from my original house to a new city and changed my job. Everything moved so quick and I had just a couple of weeks to find an accomodation before starting my new job. In this rush I didn’t had enough time to understand the real estate market in the city and ended up choosing the accomodation that better balanced between distance from job and services.
But…well…the accomodation is quite small and I guessed I was paying too much for that house. But I was just guessing!

Then…what if I can find it out?
So…let’s go back to…

Francesco Manghi

Energy and Mechatronics Engineer. I have learnt Machine Learning and Data Science for work and passion. I love handcrafting and hiking in my freetime.

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