Who is the target audience for this book?

The book is aimed at graduate students, researchers, and professionals in engineering, computer science, and applied mathematics. It caters to those interested in the intersection of data science and engineering principles. Professionals seeking to expand their understanding of machine learning and its application to control systems will find it particularly beneficial.

How does this edition differ from the first edition?

The 2nd Edition includes updated research findings, expanded examples, and improved explanations of complex concepts. It emphasizes practical applications of machine learning within dynamical systems more than ever before. Readers will benefit from a richer set of case studies that showcase the power of integrating data-driven methodologies into engineering practices.

Is prior knowledge of machine learning required to understand this book?

While some foundational knowledge of machine learning and dynamical systems will be advantageous, the book is structured to guide readers through complex topics step by step. It includes introductory sections and illustrative examples to help those new to machine learning grasp the key concepts and applications in engineering contexts.

Can this book be used for self-study?

Absolutely! The comprehensive structure, along with clear explanations and examples, makes it suitable for self-study. Readers can engage with the content on their own, leveraging the practical scenarios presented to deepen their understanding and apply learned concepts to their projects or further research.

What is the significance of data-driven approaches in engineering as discussed in the book?

Data-driven approaches are essential in modern engineering as they enable the integration of empirical data into decision-making processes, leading to more efficient systems. The book elaborates on how these techniques improve system design and control, ultimately enhancing performance and adaptability in various engineering applications.

Does the book include practical examples of machine learning applications?

Yes, the book is rich in practical examples that illustrate the application of machine learning techniques in dynamical systems and control. These examples are drawn from real-world scenarios, allowing readers to see how theoretical concepts translate into practical solutions, enhancing collaboration across disciplines.

Will I find exercises or problems to practice with?

Yes, the book includes exercises and problems at the end of each chapter, designed to reinforce the material covered. These practical assignments encourage readers to apply what they've learned, facilitating hands-on experience with machine learning and control techniques, valuable for both academic and professional purposes.

Can this book be useful for advanced research in engineering?

Definitely! The book offers insights into cutting-edge techniques and methodologies that are essential for advanced research in engineering. By exploring data-driven strategies, it serves as a valuable resource for researchers looking to push the boundaries of knowledge in machine learning and control systems.

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Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control

Data-driven discovery is revolutionizing how we model, predict, and control complex systems. Now with Python and MATLAB®, this textbook trains mathematical scientists and engineers for the next generation of scientific discovery.

Artikelnr.: 71766102

Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control

Q: What topics are covered in Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control 2nd Edition?

This edition covers a range of essential topics, including machine learning algorithms, their application in dynamical systems, and control strategies. Each chapter integrates theory with practical insights, making complex subjects accessible. The focus on data-driven approaches illustrates how these methods can be applied to real-world engineering problems, equipping readers with the knowledge to blend data science and engineering effectively.

Q: Where can I buy Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control 2nd Edition in Switzerland?

You can purchase Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control 2nd Edition from Ubuy. Ubuy offers a reliable platform to acquire this book, providing access alongside various shopping features that enhance your buying experience.

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Data-driven discovery is revolutionizing how we model, predict, and control complex systems. Now with Python and MATLAB®, this textbook trains mathematical scientists and engineers for the next generation of scientific discovery.

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Besondere Merkmale

Interdisciplinary Approach

Integrates machine learning with dynamical systems and control, providing a comprehensive framework for tackling complex engineering challenges. This makes it suitable for a wide range of scientific and engineering applications.

Updated Content

The 2nd edition includes the latest advancements in data-driven methods, ensuring learners are equipped with current knowledge and techniques that are highly relevant in today’s rapidly evolving tech landscape.

Practical Applications

Focuses on real-world applications, allowing students and professionals to see the practical implications of theoretical concepts. This enhances understanding and encourages effective problem-solving strategies in engineering.

Produktdetails

Publisher	Cambridge University Press
Publication date	July 28, 2022
Edition	2nd
Language	English
Print length	614 pages
ISBN-10	1009098489
ISBN-13	978-1009098489
Item Weight	3.06 pounds (1.39 kg)
Dimensions	7 x 1.25 x 10 inches (17.8 x 3.2 x 25.4 cm)

Für wen ist das Produkt geeignet?

Graduate Students
Ideal for graduate students delving into machine learning and engineering, providing a robust theoretical and practical foundation.
Research Professionals
Suitable for researchers focusing on dynamical systems, offering advanced insights and methodologies related to data-driven techniques.
Industry Engineers
Beneficial for engineers in industries applying control systems, integrating machine learning with engineering principles seamlessly.

Beginner Learners
Not suitable for complete beginners lacking prior knowledge in machine learning or dynamical systems, as it assumes foundational understanding.

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Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control

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Frage: Wie kaufe ich Data-Driven Science and Engineering: Machine online bei Ubuy ein?

Antworten: Es ist ganz einfach, Data-Driven Science and Engineering: Machine online bei Ubuy einzukaufen.. Sie müssen nur nach dem Produkt suchen, beim Bezahlen Ihre Versandart auswählen und es an Ihren Standort liefern lassen.
Frage: Ist Data-Driven Science and Engineering: Machine in Switzerland zum Online-Shoppen verfügbar?

Antworten: Ja, bei Ubuy Switzerland können Sie dieses Produkt zu einem angemessenen Preis kaufen.. Das Data-Driven Science and Engineering: Machine ist lokal nicht verfügbar, aber Sie können uns unseren Expressversandservice anvertrauen.
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Control Systems Editorial Review

Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control offers an engaging exploration of advanced concepts like Koopman operators and Sparse Identification of Nonlinear Dynamics (SINDy) for modeling chaotic systems. This second edition from Cambridge University Press, published on July 28, 2022, spans 614 pages, seamlessly integrating mathematical theories with practical Python code examples that enhance the reader's understanding. Readers praise its ability to bridge complex mathematical explanations with real-world application, making challenging principles approachable and applicable. Additionally, while the content and instructional approach receive high acclaim, there are concerns regarding the book’s binding quality, suggesting potential drawbacks for the physical copy.

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Vorteile

Comprehensive coverage of advanced machine learning topics
Python examples for practical application
Excellent pedagogical style complements video lectures
Well-structured content for better understanding
Ideal for scientists, engineers, and applied mathematicians

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Merkmale und Vorteile

Textbook trains mathematical scientists and engineers for the next generation of scientific discovery.
Broad overview of the growing intersection of data-driven methods, machine learning, applied optimization, and classical fields of engineering mathematics and mathematical physics.
Includes methods that were chosen for their relevance, simplicity, and generality.
Suitable for advanced undergraduate and beginning graduate students from the engineering and physical sciences.
New chapters on reinforcement learning and physics-informed machine learning, significant new sections throughout, and chapter exercises.
Online supplementary material available on databookuw.com.

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Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control

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Control Systems Editorial Review

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