Book Description
Functional Python Programming – Second Edition: Monads, Lazy evaluation, Generator functions, and more
Create succinct and expressive implementations with functional programming in Python
Key Features
- Implement common functional programming design patterns and techniques in Python
- Learn how to choose between imperative and functional approaches based on expressiveness, clarity, and performance
- Apply functional Python to common Exploratory Data Analysis (EDA) programming problems
Book Description
If you’re a Python developer who wants to discover how to take the power of functional programming and bring it into your own programs then this book is essential for you, even if you know next to nothing about the paradigm.
Starting with a general overview of functional concepts you’ll explore common functional features such as first-class and higher-order functions, pure functions and more, and how these are accomplished in Python 3.6 to give you the core foundations you’ll build upon. After that, you’ll discover common functional optimizations for Python to help your apps reach even higher speeds. You will learn FP concepts such as Lazy Evaluation using Python’s generator functions and expressions. Going forward, you will learn to design and implement decorators to create composite functions. You’ll also explore data preparation techniques and data exploration in depth, along with learning how the Python standard library fits the functional programming model. Finally, to top off your journey into the world of function Python you’ll at look at the PyMonad project and some larger examples to put everything into perspective.
What you will learn
- Use Python’s generator functions and generator expressions to work with collections in a non-strict (or lazy) manner
- Utilize Python library modules including itertools, functools, multiprocessing, and concurrent.futures for efficient functional programs
- Use Python strings using object-oriented suffix notation and prefix notation
- Avoid stateful classes with families of tuples
- Design and implement decorators to create composite functions
- Use functions like max(), min(), map(), filter(), and sorted()
- Write higher-order functions
Who This Book Is For
This book is for Python developers who would like to perform Functional programming with Python. Python Programming knowledge is assumed.
Table of Contents
Chapter 1: Understanding Functional Programming
Chapter 2: Introducing Essential Functional Concepts
Chapter 3: Functions, Iterators, And Generators
Chapter 4: Working With Collections
Chapter 5: Higher-Order Functions
Chapter 6: Recursions And Reductions
Chapter 7: Additional Tuple Techniques
Chapter 8: The Itertools Module
Chapter 9: More Itertools Techniques
Chapter 10: The Functools Module
Chapter 11: Decorator Design Techniques
Chapter 12: The Multiprocessing And Threading Modules
Chapter 13: Conditional Expressions And The Operator Module
Chapter 14: The Pymonad Library
Chapter 15: A Functional Approach To Web Services
Chapter 16: Optimizations And Improvements
中文:
书名:Functional Python Programming, 2nd Edition
函数式Python编程第二版:Monad、惰性求值、生成器函数等
使用Python中的函数式编程创建简洁且富有表现力的实现
Key Features
- 用Python语言实现常用的函数式编程设计模式和技术
- 了解如何根据表现力、清晰度和性能在命令式方法和函数式方法之间进行选择
- 函数式Python在常见探索性数据分析(EDA)编程问题中的应用
Book Description
如果您是一名希望发现如何利用函数式编程的力量并将其应用到您自己的程序中的Python开发人员,那么这本书对您来说是必不可少的,即使您对该范例几乎一无所知。
从函数概念的一般概述开始,您将探索常见的函数功能,如一类函数和高阶函数、纯函数等,以及如何在Python3.6中实现这些功能,从而为您提供将在其上构建的核心基础。在此之后,您将发现针对Python的常见函数优化,以帮助您的应用程序达到更高的速度。您将学习FP概念,例如使用Python的生成器函数和表达式进行延迟求值。接下来,您将学习如何设计和实现装饰器来创建复合函数。您还将深入探讨数据准备技术和数据探索,并了解Python标准库如何适应函数式编程模型。最后,为了结束您的Python函数世界之旅,我们来看一下PyMonad项目和一些更大的示例,让您更全面地了解一切。
What you will learn
- 使用Python的生成器函数和生成器表达式以非严格(或懒惰)的方式处理集合
- 利用Python库模块,包括IterTools、FuncTool、多处理和并发。未来将实现高效的函数式程序
- Use Python strings using object-oriented suffix notation and prefix notation
- Avoid stateful classes with families of tuples
- Design and implement decorators to create composite functions
- Use functions like max(), min(), map(), filter(), and sorted()
- Write higher-order functions
Who This Book Is For
这本书是为想要用Python执行函数式编程的Python开发人员编写的。假定您具有Python编程知识。
Table of Contents
Chapter 1: Understanding Functional Programming
Chapter 2: Introducing Essential Functional Concepts
Chapter 3: Functions, Iterators, And Generators
Chapter 4: Working With Collections
Chapter 5: Higher-Order Functions
Chapter 6: Recursions And Reductions
Chapter 7: Additional Tuple Techniques
Chapter 8: The Itertools Module
Chapter 9: More Itertools Techniques
Chapter 10: The Functools Module
Chapter 11: Decorator Design Techniques
Chapter 12: The Multiprocessing And Threading Modules
Chapter 13: Conditional Expressions And The Operator Module
Chapter 14: The Pymonad Library
Chapter 15: A Functional Approach To Web Services
Chapter 16: Optimizations And Improvements
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