Data-Driven Science and Engineering
eBook - PDF

Data-Driven Science and Engineering

Machine Learning, Dynamical Systems, and Control

  1. English
  2. PDF
  3. Available on iOS & Android
eBook - PDF

Data-Driven Science and Engineering

Machine Learning, Dynamical Systems, and Control

About this book

Data-driven discovery is revolutionizing the modeling, prediction, and control of complex systems. This textbook brings together machine learning, engineering mathematics, and mathematical physics to integrate modeling and control of dynamical systems with modern methods in data science. It highlights many of the recent advances in scientific computing that enable data-driven methods to be applied to a diverse range of complex systems, such as turbulence, the brain, climate, epidemiology, finance, robotics, and autonomy. Aimed at advanced undergraduate and beginning graduate students in the engineering and physical sciences, the text presents a range of topics and methods from introductory to state of the art.

Tools to learn more effectively

Saving Books

Saving Books

Keyword Search

Keyword Search

Annotating Text

Annotating Text

Listen to it instead

Listen to it instead

Table of contents

  1. Cover
  2. Half-Title
  3. Title page
  4. Copyright Information
  5. Contents
  6. Preface
  7. Common Optimization Techniques, Equations, Symbols, and Acronyms
  8. Part I Dimensionality Reduction and Transforms
  9. Part II Machine Learning and Data Analysis
  10. Part III Dynamics and Control
  11. Part IV Reduced Order Models
  12. Glossary
  13. Bibliography
  14. Index

Frequently asked questions

Yes, you can cancel anytime from the Subscription tab in your account settings on the Perlego website. Your subscription will stay active until the end of your current billing period. Learn how to cancel your subscription
No, books cannot be downloaded as external files, such as PDFs, for use outside of Perlego. However, you can download books within the Perlego app for offline reading on mobile or tablet. Learn how to download books offline
Perlego offers two plans: Essential and Complete
  • Essential is ideal for learners and professionals who enjoy exploring a wide range of subjects. Access the Essential Library with 800,000+ trusted titles and best-sellers across business, personal growth, and the humanities. Includes unlimited reading time and Standard Read Aloud voice.
  • Complete: Perfect for advanced learners and researchers needing full, unrestricted access. Unlock 1.4M+ books across hundreds of subjects, including academic and specialized titles. The Complete Plan also includes advanced features like Premium Read Aloud and Research Assistant.
Both plans are available with monthly, semester, or annual billing cycles.
We are an online textbook subscription service, where you can get access to an entire online library for less than the price of a single book per month. With over 1 million books across 990+ topics, we’ve got you covered! Learn about our mission
Look out for the read-aloud symbol on your next book to see if you can listen to it. The read-aloud tool reads text aloud for you, highlighting the text as it is being read. You can pause it, speed it up and slow it down. Learn more about Read Aloud
Yes! You can use the Perlego app on both iOS and Android devices to read anytime, anywhere — even offline. Perfect for commutes or when you’re on the go.
Please note we cannot support devices running on iOS 13 and Android 7 or earlier. Learn more about using the app
Yes, you can access Data-Driven Science and Engineering by Steven L. Brunton,J. Nathan Kutz in PDF and/or ePUB format, as well as other popular books in Computer Science & Computer Science General. We have over one million books available in our catalogue for you to explore.