Tutorials#

Ready to go deeper? Use these guided, end-to-end walkthroughs to learn NRTK by doing. These tutorials assume you’ve completed the steps in the Advanced Installation and Getting Started sections.

Start Here#

NRTK End-to-End Overview

It is highly recommended to start with this tutorial. This tutorial walks through NRTK’s three core capabilities—image perturbation, perturbation factories for parameter sweeps, and model evaluation—in a single end-to-end notebook.

Continue Learning#

T&E with MAITE

Apply perturbations within standardized T&E workflows covering photometric, geometric, environmental, and optical risks.

Testing & Evaluation Guides with MAITE
NRTK + Saliency

Combine perturbations with XAITK saliency maps to understand model behavior under degradation.

Saliency Analysis with XAITK-Saliency