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)

Calculating the LU decompositions of a matrix 

LU decomposition (where LU stands for lower upper, also called LU factorization) factors a matrix as the product of a lower triangular matrix and an upper triangular matrix, such that the product of these two matrices provides the original matrix.

This method of factorizing a matrix as a product of two triangular matrices having various applications such as finding the solution of a system of equations, which itself is an integral part of many applications, finding the current in a circuit and solution of discrete dynamical system problems, finding the inverse of a matrix, and finding the determinant of the matrix.

Basically, the LU decomposition method comes in handy whenever it is possible to model the problem to be solved in the matrix form. Conversion to the matrix form and solving with triangular matrices makes it easy to...