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SciPy Recipes. A cookbook with over 110 proven recipes for performing mathematical and scientific computations
Luiz Felipe Martins, V Kishore Ayyadevara, Ruben Oliva Ramos
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With the SciPy Stack, you get the power to effectively process, manipulate, and visualize your data using the popular Python language. Utilizing SciPy correctly can sometimes be a very tricky proposition. This book provides the right techniques so you can use SciPy to perform different data science tasks with ease.
This book includes hands-on recipes for using the different components of the SciPy Stack such as NumPy, SciPy, matplotlib, and pandas, among others. You will use these libraries to solve real-world problems in linear algebra, numerical analysis, data visualization, and much more. The recipes included in the book will ensure you get a practical understanding not only of how a particular feature in SciPy Stack works, but also of its application to real-world problems. The independent nature of the recipes also ensure that you can pick up any one and learn about a particular feature of SciPy without reading through the other recipes, thus making the book a very handy and useful guide.
This book includes hands-on recipes for using the different components of the SciPy Stack such as NumPy, SciPy, matplotlib, and pandas, among others. You will use these libraries to solve real-world problems in linear algebra, numerical analysis, data visualization, and much more. The recipes included in the book will ensure you get a practical understanding not only of how a particular feature in SciPy Stack works, but also of its application to real-world problems. The independent nature of the recipes also ensure that you can pick up any one and learn about a particular feature of SciPy without reading through the other recipes, thus making the book a very handy and useful guide.
- 1. Getting to know the tools
- 2. Getting Started with NumPy
- 3. Using Matplotlib to Create Graphs
- 4. Data Wrangling with Pandas
- 5. Matrices and Linear Algebra
- 6. Solving equations and optimization
- 7. Constants and special functions
- 8. Calculus, Interpolation and Differential Equations
- 9. Statistics and Probability
- 10. Advanced computations with Scipy
- Titel:SciPy Recipes. A cookbook with over 110 proven recipes for performing mathematical and scientific computations
- Autor:Luiz Felipe Martins, V Kishore Ayyadevara, Ruben Oliva Ramos
- Originaler Titel:SciPy Recipes. A cookbook with over 110 proven recipes for performing mathematical and scientific computations
- ISBN:9781788295819, 9781788295819
- Veröffentlichungsdatum:2017-12-20
- Format:E-Book
- Artikel-ID: e_15u7
- Verleger: Packt Publishing
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