Numerical Methods for Engineering and Data Science

Numerical Methods for Engineering and Data Science

El Ayoubi, Carole; Wuthrich, Rolf

Taylor & Francis Ltd

05/2025

18

Dura

Inglês

9781032200699

Pré-lançamento - envio 15 a 20 dias após a sua edição

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1. Introduction Part I - Numerical Methods for Engineering Applications 2. Numerical Errors 3. Solving Algebraic Equations 4. Systems of Linear Equations 5. Orthogonality 6 Linear Least Square Regression 7. Polynomial Interpolation 8. Numerical Integration 9. Initial Value Problems Part II - Numerical Methods for Data Analysis 10. Machine Learning 11. Regression Models 12. Model Selection 13. Classification 14. Tree-Based Algorithms
Numerical methods;Machine learning;Python;MATLAB;Neural networks;Artificial intelligence;Linear equations;Engineering mathematics;Statistics;Tree based methods