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Can I read Fundamentals of Machine Learning on EtoBox?
Fundamentals of Machine Learning by Thomas P. Trappenberg is a nonfiction available to read on EtoBox.
What is Fundamentals of Machine Learning about?
Interest in machine learning is exploding worldwide, both in research and for industrial applications. Machine learning is fast becoming a fundamental part of everyday life. This book is a brief introduction to this area - exploring its importance in a range of many disciplines, from science to engineering, and even its broader impact on our society. The book is written in a style that strikes a balance between brevity of explanation, rigorous mathematical argument, and outlines principle ideas. At the same time, it provides a comprehensive overview of a variety of methods and their application within this field. This includes an introduction to Bayesian approaches to modeling, as well as deep learning. Writing small programs to apply machine learning techniques is made easy by high level programming systems, and this book shows examples in Python with the machine learning libraries 'sklearn' and 'Keras'. The first four chapters concentrate on the practical side of applying machine learning techniques. The following four chapters discuss more fundamental concepts that includes their formulation in a probabilistic context. This is followed by two more chapters on advanced models, th
Who reads Fundamentals of Machine Learning?
It is typically read by self-directed learners exploring a subject in depth.
Common subject areas: history, science, philosophy, social sciences.
- Author
- Thomas P. Trappenberg
- Publisher
- IRL Press at Oxford University Press
- Published
- 2020
- Language
- EN
- ISBN
- 9780191883873
- Category
- nonfiction
- Subjects
- Science, Computer Science, Medical