
Introduction to Python for Science and Engineering
Description
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Readers will learn the basics of Python syntax, data structures, input and output, conditionals and loops, user-defined functions, plotting, animation, and visualization. They will also learn how to use Python for numerical analysis, including curve fitting, random numbers, linear algebra, solutions to nonlinear equations, numerical integration, solutions to differential equations, and fast Fourier transforms.
Readers learn how to interact and program with Python using JupyterLab and Spyder, two simple and widely used integrated development environments.
All the major Python libraries for science and engineering are covered, including NumPy, SciPy, Matplotlib, and Pandas. Other packages are also introduced, including Numba, which can render Python numerical calculations as fast as compiled computer languages such as C but without their complex overhead.
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Content
2. Launching Python
3. Integrated Development Environments
4. Strings, Lists, Arrays, and Dictionaries
5. Input and Output
6. Conditionals and Loops
7. Functions
8. Plotting
9. Numerical Routines: SciPy and NumPy
10. Python Classes: Encapsulation
11. Data Manipulation and Analysis: Pandas
12. Animation
13. Speeding up numerical calculations
Appendix A Maintaining your installation Python
Appendix B Glossary
Appendix C Python Resources
Index Index
System requirements
File format: ePUB
Copy protection: Adobe-DRM (Digital Rights Management)
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