Gaussian Process Regression

. In this notebook, Gaussian Process Regression is performed based on perfect and noisy data in order to show the basic principles behind the process.

LIDAR – CloudCompare Change Detection

In this project, two point clouds of the same suburb near Christchurch in New Zealand are loaded into CloudCompare and the difference in altitude is calculated.

Regression – Gradient Descent Algorithm

The following notebook performs simple and multivariate linear regression for an air pollution dataset, comparing the results of a maximum-likelihood regression with a manual gradient descent implementation.