Machine Learning for the Quantified Self

1. Introduction
Mark Hoogendoorn, Burkhardt Funk

Part I. Sensory Data and Features

2. Basics of Sensory Data
Mark Hoogendoorn, Burkhardt Funk

3. Handling Noise and Missing Values in Sensory Data
Mark Hoogendoorn, Burkhardt Funk

4. Feature Engineering Based on Sensory Data
Mark Hoogendoorn, Burkhardt Funk

Part II. Learning Based on Sensory Data

5. Clustering
Mark Hoogendoorn, Burkhardt Funk

6. Mathematical Foundations for Supervised Learning
Mark Hoogendoorn, Burkhardt Funk

7. Predictive Modeling without Notion of Time
Mark Hoogendoorn, Burkhardt Funk

8. Predictive Modeling with Notion of Time
Mark Hoogendoorn, Burkhardt Funk

9. Reinforcement Learning to Provide Feedback and Support
Mark Hoogendoorn, Burkhardt Funk

Part III. Discussion

10. Discussion
Mark Hoogendoorn, Burkhardt Funk

Nyckelord: Engineering, Computational Intelligence, Artificial Intelligence (incl. Robotics)