Book Image

SciPy Recipes

By : V Kishore Ayyadevara, Ruben Oliva Ramos
Book Image

SciPy Recipes

By: V Kishore Ayyadevara, Ruben Oliva Ramos

Overview of this book

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.
Table of Contents (11 chapters)

Introduction

In the previous chapters, we have become familiar with instantiating arrays, working on data frames and matrices, solving equations, creating special functions, and performing calculus using functions in SciPy. Together with all this, in a wide variety of tasks, we have assessed the probability of certain events happening or performing statistical analysis on top of data.

Statistics is a branch of mathematics dealing with the collection, analysis, interpretation, and presentation of masses of numerical data.

Furthermore, probability is the extent to which an event is likely to occur, which is measured using the ratio of the favorable cases to the whole number of cases possible.

This chapter shows you how to work with the statistical and probability tools available in SciPy.

There are multiple applications in which probability and statistics play a vital role. Some...