1 option
Optimization a bootcamp for machine learning, inverse problems, and control Steven L. Brunton
- Format:
- Book
- Author/Creator:
- Brunton, Steven L. (Steven Lee), 1984- author.
- Language:
- English
- Subjects (All):
- Mathematical optimization.
- Mathematical optimization--Data processing.
- Machine learning.
- Inverse problems (Differential equations).
- Physical Description:
- 1 online resource
- Place of Publication:
- Cambridge Cambridge University Press 2026
- Summary:
- "Optimization is a foundational topic in mathematics, underpinning nearly all of our modern industrial and technological world. Assuming only basic knowledge of linear algebra and calculus, this book provides a rapid, yet thorough, overview of applied mathematical optimization for advanced undergraduates, beginning graduate students, or practitioners in science and engineering. The text opens with an “Optimization Bootcamp”, introducing methods at a beginning level, before progressing to deep-dives into advanced topics and research-ready methods. The focus throughout is on modern applications of machine learning, inverse problems, and control. Rich pedagogy includes Python code with simple working examples and advanced case studies. Every section is accompanied by YouTube lectures to encourage interaction with the material. Using intuitive explanations, this book makes the material as simple and interesting as possible, while still having the depth, breadth and precision required to empower use in research and real-world applications"-- Cambridge Core
- Contents:
- Optimization bootcamp
- Gradient based optimization
- Linear programming
- Least-squares regression
- Nonsmooth and global optimization
- Constraints and duality
- Bayesian modeling and estimation
- Optimization for inverse problems
- Optimization for control
- Optimization for machine learning
- Notes:
- Includes bibliographical references and index
- Online resource; title from PDF title page (Cambridge Core, viewed July 29, 2026)
- Other Format:
- Print version Brunton, Steven L. (Steven Lee), 1984- Optimization
- ISBN:
- 9781009755856
- 1009755854
- OCLC:
- 1573019666
- Access Restriction:
- Restricted for use by site license
The Penn Libraries is committed to describing library materials using current, accurate, and responsible language. If you discover outdated or inaccurate language, please fill out this feedback form to report it and suggest alternative language.