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Numerical Methods for Engineering and Data Science Summary
Numerical Methods for Engineering and Data Science is a beautiful novel written by Rolf Wuthrich. The book was published on May 22, 2025 and is available in both PDF and EPUB formats. Below is the summary of “Numerical Methods for Engineering and Data Science by Rolf Wuthrich”:
Numerical Methods for Engineering and Data Scienceguides students in implementing numerical methods in engineering and in assessing their limitations and accuracy, particularly using algorithms from the field of machine learning.The textbook presents key principles building upon the fundamentals of engineering mathematics. It explores classical techniques for solving linear and nonlinear equations, computing definite integrals, and differential equations. Emphasis is placed both on the theoretical underpinnings, with in depth discussion of the sources of errors, and in the practical implementation of these using Octave. Each chapter is supplemented with examples and exercises designed to reinforce the concepts and encourage hands-on practice. The second half of the book transitions into the realm of machine learning. The authors introduce basic concepts and algorithms, such as linear regression and classification. As in the first part of this book, a special focus is on the solid understanding of errors and practical implementation of the algorithms. In particular the concepts of bias, variance and noise are discussed in detail and illustrated with numerous examples.This book will be of interest to students in all areas of engineering, alongside mathematicians and scientists in industry looking to improve their knowledge of this important field.
Details About Numerical Methods for Engineering and Data Science by Rolf Wuthrich
- Title: Numerical Methods for Engineering and Data Science
- Author: Rolf Wuthrich
- Language: English
- Genres:
- Series:
- Published Date: May 22, 2025
- Status: Available for Download
- Formats: PDF/EPUB
- [EPUB] Filename: Numerical_Methods_for_Engineering_and_Data_-_Rolf_Wuthrich.epub
- [PDF] Filename: Numerical_Methods_for_Engineering_and_Data_-_Rolf_Wuthrich.pdf
- EPUB File Size: 11.67 MB
- PDF File Size: 16.67 MB
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