1. Introduction

1.1 The Link Between Abduction and Argumentation

2. Motivation & Background: Link to Learning

2.1 Representation and Reasoning for Learned Knowledge

2.2 Guiding Learning through Reasons and Explanations

3. Structure of the (Machine) Learning Task

3.1 Abduction in Machine Learning

3.2 Argumentation in Machine Learning