Deep learning

The book "Deep Learning" offers a comprehensive introduction to the central ideas underlying the field of deep learning. It is aimed at both beginners in machine learning and experienced professionals. The concepts covered include contemporary architectures and techniques that provide readers with a solid foundation for potential future specialization. Given the rapid development in the field of deep learning, the book focuses on ideas that are expected to remain relevant in the long term. The chapters are divided into manageable sections, each addressing a specific topic and building upon one another. This structure is excellent for teaching in a two-semester machine learning program and is equally valuable for active researchers or self-learners. The book presents complex concepts from various perspectives, including text descriptions, diagrams, mathematical formulas, and pseudocode, to promote a clear understanding of the ideas.