The Python Workshop

Book Description

Cut through the noise and get real results with a step-by-step approach to learning Python 3.X programming

Key Features

• Experimental projects showcasing the implementation of high-performance deep learning models with Keras.
• Use-cases across reinforcement learning, natural language processing, GANs and computer vision.
• Build strong fundamentals of Keras in the area of deep learning and artificial intelligence

Book Description

You already know you want to learn Python, and a smarter way to learn Python 3 is to learn by doing. The Python Workshop focuses on building up your practical skills so that you can work towards building up your machine learning skills as a data scientist, write scripts that help automate your life and save you time, or even create your own games and desktop applications. You’ll learn from real examples that lead to real results.

Throughout The Python Workshop, you’ll take an engaging step-by-step approach to understanding Python. You won’t have to sit through any unnecessary theory. If you’re short on time you can jump into a single exercise each day or spend an entire weekend learning about Python scripting. It’s your choice. Learning on your terms, you’ll build up and reinforce key skills in a way that feels rewarding.

Every physical copy of The Python Workshop unlocks access to the interactive edition. With videos detailing all exercises and activities, you’ll always have a guided solution. You can also benchmark yourself against assessments, track progress, and receive free content updates. You’ll even earn a secure credential that you can share and verify online upon completion. It’s a premium learning experience that’s included with your printed copy. To redeem, follow the instructions located at the start of your Python book.

Fast-paced and direct, The Python Workshop is the ideal companion for Python beginners. You’ll build and iterate on your code like a software developer, learning along the way. This process means that you’ll find that your new skills stick, embedded as best practice. A solid foundation for the years ahead.

What you will learn

• Learn how to write clean and concise code with Python 3
• Understand classes and object-oriented programming
• Tackle entry-level data science and create engaging visualizations
• Use Python to create responsive, modern web applications
• Automate essential day-to-day tasks with Python scripts
• Get started with predictive Python machine learning

Who this book is for

This book is designed for professionals, students, and hobbyists who want to learn Python and apply it to solve challenging real-world problems. Although this is a beginner’s book, it will help if you already know standard programming topics, such as variables, if-else statements, and functions. Experience with another object-oriented program is beneficial, but not mandatory.

Table of Contents

1. Vital Python – Math, Strings, Conditionals, and Loops
2. Python Structures
3. Executing Python – Programs, Algorithms, and Functions
4. Extending Python, Files, Errors, and Graphs
5. Constructing Python – Classes and Methods
6. The Standard Library
7. Becoming Pythonic
8. Software Development
9. Practical Python – Advanced Topics
10. Data Analytics with pandas and NumPy
11. Machine Learning

中文：

书名：The Python Workshop

通过循序渐进的方法学习Python3.x编程，消除杂音并获得实际效果

Key Features

• 用KERAS展示高性能深度学习模型实施的实验项目。
• 跨强化学习、自然语言处理、GANS和计算机视觉的用例。
• 在深度学习和人工智能领域建立强大的KERS基础

Book Description

您已经知道您想要学习Python3，而学习Python3的一个更聪明的方法是从实践中学习。作为一名数据科学家，Python研讨会专注于培养您的实际技能，以便您可以致力于增强您的机器学习技能，编写帮助您的生活自动化和节省时间的脚本，甚至创建您自己的游戏和桌面应用程序。你将从能带来实际结果的真实例子中学到东西。

在整个Python研讨会中，您将采取一种引人入胜的循序渐进的方法来理解Python。你不必坐在那里听任何不必要的理论。如果你的时间不够用，你可以每天做一次练习，或者花一个周末的时间学习Python脚本编程。这是你的选择。在你的条件下学习，你将以一种让人感觉有回报的方式来建立和强化关键技能。

Python研讨会的每一份实体副本都开启了对交互式版本的访问。有了详细介绍所有练习和活动的视频，您将始终拥有一个有指导的解决方案。您还可以根据评估对自己进行基准测试，跟踪进度，并接收免费内容更新。您甚至将获得一个安全凭据，您可以在完成后在线共享和验证。这是一种优质的学习体验，它包含在您的印刷版中。要兑换，请按照您的Python书开头的说明操作。

快节奏和直截了当的，是初学者的理想伴侣。您将像软件开发人员一样构建和迭代您的代码，并在此过程中学习。这一过程意味着你会发现你的新技能是根深蒂固的，作为最佳实践。为未来几年奠定坚实的基础。

你将学到什么

• Learn how to write clean and concise code with Python 3
• 了解类和面向对象编程
• 解决入门级数据科学并创建引人入胜的可视化
• Use Python to create responsive, modern web applications
• Automate essential day-to-day tasks with Python scripts
• Get started with predictive Python machine learning

Who this book is for

这本书是为专业人士、学生和业余爱好者设计的，他们想要学习并应用它来解决具有挑战性的现实世界的问题。虽然这是一本初学者的书，但如果您已经了解标准编程主题，如变量、if-Else语句和函数，它将会有所帮助。有其他面向对象程序的经验将是有益的，但不是强制性的。

目录表

1. Vital Python – Math, Strings, Conditionals, and Loops
2. 巨蟒结构
3. Executing Python – Programs, Algorithms, and Functions
4. 扩展Python、文件、错误和图表
5. 构建Python-类和方法
6. 标准库
7. Becoming Pythonic
8. 软件开发
9. 实用Python-高级主题
10. 熊猫和NumPy的数据分析
11. Machine Learning