During my academic career, I’ve taught and mentored thousands of students in machine learning and related fields. I am passionate about breaking down complex concepts into clear, practical, and insightful materials that resonate with learners and professionals alike. I particularly enjoy crafting textbooks that offer accessible introductions to the core ideas of machine learning, bridging the gap between theory and application.
Published Books
Machine Learning: The Basics
Language: English
Publisher: Springer, 2022
ISBN: 978-981-16-8192-9 (Print), 978-981-16-8193-6 (eBook)
The textbook Machine Learning: The Basics offers a comprehensive introduction to the fundamental concepts of machine learning, covering key algorithms and techniques in an accessible way. This book is ideal for newcomers and those seeking to strengthen their understanding of core principles.
Maschinelles Lernen: Die Grundlagen
Language: German
Publisher: Springer, 2024
ISBN: 978-981-99-7971-4 (Print), 978-981-99-7972-1 (eBook)
“Maschinelles Lernen: Die Grundlagen” is the German translation of “Machine Learning: The Basics.” It brings the same clarity and foundational insights to German-speaking audiences, making it a valuable resource for students and professionals in machine learning.
Current Working Drafts
Federated Learning - From Theory to Algorithms
Language: English
Format: PDF
This textbook provides an in-depth introduction to federated learning, an emerging area in machine learning focused on decentralized data processing. Ideal for students and researchers looking to understand federated learning’s theoretical foundations and practical applications.
📄 Download the current draft (PDF)
The Aalto Dictionary for Machine Learning
Language: English
Format: PDF
The Aalto Dictionary for Machine Learning is a curated glossary of essential terms and concepts in machine learning. It’s a handy resource for students, professionals, and anyone looking to navigate the field with confidence.
📄 Download a current draft (PDF)
Additional Resources
Stay tuned for updates on upcoming books and projects!