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Applications Of Python In Mathematical Modeling And Simulations Mathematical Modeling And Simulations(1st Edition)
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G.o. Ashaka
Cover Type:Hardcover
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Book details
ISBN: 979-8393398774
Book publisher: Independently published (May 3, 2023)
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Book Summary: About the Book:"Applications of Python in Mathematical Modeling and Simulations" is a comprehensive guidebook written for professionals, researchers, and students who are interested in using Python for mathematical modeling and simulations. The book is authored by a team of experienced Python developers and researchers in the field of mathematical modeling.The book is divided into eight chapters that cover various topics related to mathematical modeling and simulations using Python. The first chapter provides an overview of mathematical modeling and simulations, along with an introduction to the advantages of using Python for these purposes. The chapter highlights the versatility and power of Python as a programming language and its suitability for mathematical modeling and simulations.The second chapter of the book covers the basics of Python programming, including syntax, data types, control structures, and functions. This chapter provides an excellent foundation for readers who are new to Python and helps them to gain familiarity with the language before moving on to more advanced topics.The third chapter of the book focuses on numerical methods and algorithms. It covers topics such as solving equations and optimization problems with Python, linear algebra with NumPy and SciPy, and differential equations and integration with Python.The fourth chapter covers statistical analysis with Python, including probability and statistics, hypothesis testing, and statistical inference. This chapter provides readers with the necessary skills to analyze and interpret data.Chapter five discusses various applications of Python in mathematical modeling, including modeling physical systems, simulating dynamical systems, and solving optimization problems using Python algorithms.The sixth chapter of the book covers data-driven modeling with Python, including data preprocessing and cleaning, machine learning algorithms, and data analysis and prediction.The seventh chapter discusses visualization techniques with Python, including data visualization with Matplotlib and Seaborn, 3D visualization with Mayavi and Plotly, and interactive visualization with Bokeh and D3.js.Finally, the eighth chapter includes case studies and projects that demonstrate the practical application of Python in solving complex problems in the field of mathematical modeling and simulations. The case studies and projects provide readers with hands-on experience in using Python for real-world problems.In conclusion, "Applications of Python in Mathematical Modeling and Simulations" is a comprehensive and well-organized guidebook that provides readers with an excellent understanding of how to use Python for mathematical modeling and simulations. The book covers a wide range of topics, from basic Python programming to advanced techniques in numerical methods, data-driven modeling, and visualization. It is an excellent resource for both beginners and experienced practitioners in the field of mathematical modeling and simulations.
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