Tutorials#

This tutorial gallery introduces the main CaliBrain workflows step by step. Each tutorial combines short explanation with runnable code and focuses on one part of the toolbox at a time.

The tutorials are grouped by topic and arranged in a recommended reading order.

These tutorials introduce the scientific problem, the mathematical framework, and the main solver and calibration ideas used throughout the package.

00. Motivation

00. Motivation

01. Theoretical Foundations

01. Theoretical Foundations

02. Solver Families and Uncertainty Behavior

02. Solver Families and Uncertainty Behavior

03. Quick Start

03. Quick Start

These tutorials cover the components used to generate repeated synthetic runs for later solver comparison and calibration analysis.

04. Source Simulation

04. Source Simulation

05. Leadfield Construction

05. Leadfield Construction

06. Sensor Simulation

06. Sensor Simulation

07. Data Generation

07. Data Generation

These tutorials explain how posterior summaries are produced and how they are converted into the uncertainty objects that CaliBrain evaluates.

08. Source Estimation

08. Source Estimation

09. Uncertainty Estimation

09. Uncertainty Estimation

10. Orientation and Uncertainty Representations

10. Orientation and Uncertainty Representations

These tutorials show how empirical coverage curves are recalibrated and how calibration behavior is summarized quantitatively.

10. Calibration Methods

10. Calibration Methods

11. Metric Evaluation

11. Metric Evaluation

This tutorial combines the main stages into one compact runnable workflow.

12. End-to-End Workflow

12. End-to-End Workflow