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eBook

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Download this book in **EPUB** and **PDF** formats

Access this title in our online reader with advanced features

Publication date :
Dec 20, 2017

Length
386 pages

Edition :
1st Edition

Language :
English

ISBN-13 :
9781788291460

Category :

Languages :

Concepts :

Tools :

- Covers a wide range of data science tasks using SciPy, NumPy, pandas, and matplotlib
- Effective recipes on advanced scientific computations, statistics, data wrangling, data visualization, and more
- A must-have book if you're looking to solve your data-related problems using SciPy, on-the-go

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.

• Get a solid foundation in scientific computing using Python
• Master common tasks related to SciPy and associated libraries such as NumPy, pandas, and matplotlib
• Perform mathematical operations such as linear algebra and work with the statistical and probability functions in SciPy
• Master advanced computing such as Discrete Fourier Transform and K-means with the SciPy Stack
• Implement data wrangling tasks efficiently using pandas
• Visualize your data through various graphs and charts using matplotlib

Download this book in **EPUB** and **PDF** formats

Access this title in our online reader with advanced features

Publication date :
Dec 20, 2017

Length
386 pages

Edition :
1st Edition

Language :
English

ISBN-13 :
9781788291460

Category :

Languages :

Concepts :

Tools :

Preface

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

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