![](https://mhdhabboub.com/wp-content/uploads/2022/08/spatial-data-science-e1659674032749.jpg?w=980&h=980&crop=1)
Author: Mohammed Habboub
I’m a Data scientist working at Ramboll – UK. I’m interested in solving geospatial problems using data, optimization and machine learning algorithms.
Beside that, I like reading about big ideas in philosophy and history, daydreaming, Netflixing, eating pizza and chocolate (not together, of course 😀 ) and drinking coffee (loads of coffee).
![](https://mhdhabboub.com/wp-content/uploads/2022/08/spatial-data-science-e1659674032749.jpg?w=980&h=980&crop=1)
![](https://mhdhabboub.com/wp-content/uploads/2021/11/spatial-data-science-28-e1637485098932.jpg?w=980&h=980&crop=1)
Support Vector Machines
![](https://mhdhabboub.com/wp-content/uploads/2021/08/spatial-data-science-10-1-e1636888372964.jpg?w=980&h=980&crop=1)
Data Leakage!
![](https://mhdhabboub.com/wp-content/uploads/2021/11/spatial-data-science-8-e1636887308671.jpg?w=980&h=980&crop=1)
Cross-validation
![](https://mhdhabboub.com/wp-content/uploads/2021/08/spatial-data-science-6-1-e1636885909321.jpg?w=980&h=980&crop=1)
Dealing with categorical values
![](https://mhdhabboub.com/wp-content/uploads/2021/08/spatial-data-science-7-1-e1636886430133.jpg?w=980&h=980&crop=1)
Dealing with missing data
![](https://mhdhabboub.com/wp-content/uploads/2021/08/spatial-data-science-3-1-e1636884203448.jpg?w=980&h=980&crop=1)
The Spatial AutoRegressive (SAR) model
![](https://mhdhabboub.com/wp-content/uploads/2021/08/spatial-data-science-1-e1636883619417.jpg?w=980&h=980&crop=1)
The Spatial Weights Matrix
![](https://mhdhabboub.com/wp-content/uploads/2021/08/spatial-data-science-4-1-e1636884797170.jpg?w=980&h=980&crop=1)