Book Image

The Python Workshop

By : Olivier Pons, Andrew Bird, Dr. Lau Cher Han, Mario Corchero Jiménez, Graham Lee, Corey Wade
Book Image

The Python Workshop

By: Olivier Pons, Andrew Bird, Dr. Lau Cher Han, Mario Corchero Jiménez, Graham Lee, Corey Wade

Overview of this book

Have you always wanted to learn Python, but never quite known how to start? More applications than we realize are being developed using Python because it is easy to learn, read, and write. You can now start learning the language quickly and effectively with the help of this interactive tutorial. The Python Workshop starts by showing you how to correctly apply Python syntax to write simple programs, and how to use appropriate Python structures to store and retrieve data. You'll see how to handle files, deal with errors, and use classes and methods to write concise, reusable, and efficient code. As you advance, you'll understand how to use the standard library, debug code to troubleshoot problems, and write unit tests to validate application behavior. You'll gain insights into using the pandas and NumPy libraries for analyzing data, and the graphical libraries of Matplotlib and Seaborn to create impactful data visualizations. By focusing on entry-level data science, you'll build your practical Python skills in a way that mirrors real-world development. Finally, you'll discover the key steps in building and using simple machine learning algorithms. By the end of this Python book, you'll have the knowledge, skills and confidence to creatively tackle your own ambitious projects with Python.
Table of Contents (13 chapters)

Introduction

In Chapter 4, Extending Python, Files, Errors, and Graphs, you began to move beyond the basic and fundamental, into writing defensive code and anticipating potential issues. In this chapter, you are introduced to one of the cornerstones of object-oriented programming (OOP): classes. Classes contain the definition of the objects we work with. All objects you work with in OOP are defined by a class, either in your code, or in a python library. So far in this course we have been using this, but we have not discussed how to extend and customize the behavior of objects. In this chapter you start with objects you are familiar with and build on these by introducing the concept of classes.

Perhaps you have been working with a string object in Python. What exactly is a string? What sort of things can you do with strings? Are there things you'd like to be able to do with strings that Python's string object doesn't allow? Can you customize the behavior of this...