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Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control
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Data-driven discovery is revolutionizing the modeling, prediction, and control of complex systems.
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Detalji o proizvodu
- Revolutionizes modeling, prediction, and control of complex systems through data-driven discovery.
- Integrates machine learning, engineering mathematics, and mathematical physics for modeling and control of dynamical systems using data science.
- Applies data-driven methods to complex systems like turbulence, the brain, climate, epidemiology, finance, robotics, and autonomy.
- Designed for advanced undergraduate and beginning graduate students in engineering and physical sciences.
- Presents topics and methods ranging from introductory to state of the art.
- Showcases recent advances in scientific computing enabling data-driven methods application to diverse complex systems.
| Publisher | Cambridge University Press |
| Publication date | April 18, 2019 |
| Edition | 1st |
| Language | English |
| Print length | 492 pages |
| ISBN-10 | 1108422098 |
| ISBN-13 | 978-1108422093 |
| Item Weight | 2.62 pounds (1.19 kg) |
| Dimensions | 9.2 x 0.9 x 10.2 inches (23.4 x 2.3 x 25.9 cm) |
| Country of Origin | This item will be imported from US |
| Date First Available | April 08, 2021 |
| What is in the box | Data-Driven Science and Engineering:... For more details, please check description/product details |
Who Should Buy?
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Graduate Students
Ideal for graduate students specializing in machine learning, dynamical systems, or control theory who need comprehensive knowledge.
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Industry Professionals
Perfect for engineers and data scientists looking to apply machine learning techniques in real-world dynamical systems and control.
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Researchers
Useful for researchers focusing on data-driven methodologies to explore and innovate in science and engineering applications.
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Beginner Learners
Not suitable for beginners lacking foundational knowledge in machine learning or dynamical systems as it may be too advanced.
OPIS PROIZVODA
Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control
About This Item
Introducing "Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control 1st Edition" In today's data-driven world, it has become increasingly important for scientists and engineers to utilize cutting-edge techniques in order to solve complex problems. That's why we are excited to present "Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control 1st Edition." This comprehensive textbook explores the dynamic intersection of data science, machine learning, and engineering. It offers a wealth of knowledge and practical solutions for professionals and students looking to stay ahead in the rapidly evolving field of data-driven science and engineering. With a focus on advanced machine learning applications, this book covers a broad range of topics, including harnessing the power of data to innovate in engineering, predictive modeling, analytics, and more.
It provides insights into the latest trends and emerging technologies shaping the future of data-driven science and engineering. What sets this book apart is its integrated approach to incorporating data science principles into engineering practice. It offers unique perspectives on how to leverage data-driven solutions to tackle real-world challenges, making it an invaluable resource for scientists, engineers, and researchers alike. Whether you're interested in enhancing your understanding of machine learning techniques in data-driven science or seeking innovative ways to apply data science and machine learning in engineering, this book has it all. It equips you with the knowledge and tools needed to navigate the rapidly evolving landscape of data-driven science and engineering. Don't miss out on the opportunity to stay ahead in this exciting field.
Order your copy of "Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control 1st Edition" today and unlock the potential of data-driven solutions for science and engineering challenges.
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Engineering Editorial Review
Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control is published by Cambridge University Press and meticulously details the intersection of data science, engineering, and machine learning across its 492 pages. Readers commend its engaging presentation and accessible explanations, making complex topics easier to understand, even for beginners. The presence of corresponding YouTube lectures enhances learning by allowing users to reinforce the material visually. However, some have pointed out the small font size of equations, which can detract from the experience. Overall, this book is a robust resource that caters to both aspiring engineers and experienced professionals interested in modern data-driven techniques.
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Pros
- Engaging and well-structured content
- Accompanies YouTube lectures for visual learning
- Unique introduction to modern engineering techniques
- Clear explanations of complex mathematical concepts
- Includes recommended papers for further reading
Cons
- Equation font size may be difficult to read
Product Price History
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Karakteristike i prednosti
- Integrates modeling and control of dynamical systems with modern methods in data science
- Highlights recent advances in scientific computing that enable data-driven methods to be applied to a diverse range of complex systems
- Targets advanced undergraduate and beginning graduate students in the engineering and physical sciences
- Covers topics and methods from introductory to state of the art
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