Hands-On Data Structures and Algorithms with Python: Store, manipulate, and access data effectively and boost the performance of your applications, 3rd Edition

 

Understand how implementing different data structures and algorithms intelligently can make your Python code and applications more maintainable and efficient

Key Features

Explore functional and reactive implementations of traditional and advanced data structures

Apply a diverse range of algorithms in your Python code

Implement the skills you have learned to maximize the performance of your applications

Book Description

Choosing the right data structure is pivotal to optimizing the performance and scalability of applications. This new edition of Hands-On Data Structures and Algorithms with Python will expand your understanding of key structures, including stacks, queues, and lists, and also show you how to apply priority queues and heaps in applications. You'll learn how to analyze and compare Python algorithms, and understand which algorithms should be used for a problem based on running time and computational complexity. You will also become confident organizing your code in a manageable, consistent, and scalable way, which will boost your productivity as a Python developer.

By the end of this Python book, you'll be able to manipulate the most important data structures and algorithms to more efficiently store, organize, and access data in your applications.

What you will learn

Understand common data structures and algorithms using examples, diagrams, and exercises

Explore how more complex structures, such as priority queues and heaps, can benefit your code

Implement searching, sorting, and selection algorithms on number and string sequences

Become confident with key string-matching algorithms

Understand algorithmic paradigms and apply dynamic programming techniques

Use asymptotic notation to analyze algorithm performance with regard to time and space complexities

Write powerful, robust code using the latest features of Python

Who this book is for

This book is for developers and programmers who are interested in learning about data structures and algorithms in Python to write complex, flexible programs. Basic Python programming knowledge is expected.

Table of Contents

Python Data Types and Structures

Introduction to Algorithm Design

Algorithm Design Techniques and Strategies

Linked Lists

Stacks and Queues

Trees

Heaps and Priority Queues

Hash Tables

Graphs and Algorithms

Searching

Sorting

Selection Algorithms

String Matching Algorithms

Appendix: Answers to the Questions

Hard Copy: Hands-On Data Structures and Algorithms with Python: Store, manipulate, and access data effectively and boost the performance of your applications, 3rd Edition