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Learning Functional Data Structures and Algorithms

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Release : 2017-02-23
Genre : Computers
Kind : eBook
Book Rating : 88X/5 ( reviews)

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Book Synopsis Learning Functional Data Structures and Algorithms by : Atul S. Khot

Download or read book Learning Functional Data Structures and Algorithms written by Atul S. Khot. This book was released on 2017-02-23. Available in PDF, EPUB and Kindle. Book excerpt: Learn functional data structures and algorithms for your applications and bring their benefits to your work now About This Book Moving from object-oriented programming to functional programming? This book will help you get started with functional programming. Easy-to-understand explanations of practical topics will help you get started with functional data structures. Illustrative diagrams to explain the algorithms in detail. Get hands-on practice of Scala to get the most out of functional programming. Who This Book Is For This book is for those who have some experience in functional programming languages. The data structures in this book are primarily written in Scala, however implementing the algorithms in other functional languages should be straight forward. What You Will Learn Learn to think in the functional paradigm Understand common data structures and the associated algorithms, as well as the context in which they are commonly used Take a look at the runtime and space complexities with the O notation See how ADTs are implemented in a functional setting Explore the basic theme of immutability and persistent data structures Find out how the internal algorithms are redesigned to exploit structural sharing, so that the persistent data structures perform well, avoiding needless copying. Get to know functional features like lazy evaluation and recursion used to implement efficient algorithms Gain Scala best practices and idioms In Detail Functional data structures have the power to improve the codebase of an application and improve efficiency. With the advent of functional programming and with powerful functional languages such as Scala, Clojure and Elixir becoming part of important enterprise applications, functional data structures have gained an important place in the developer toolkit. Immutability is a cornerstone of functional programming. Immutable and persistent data structures are thread safe by definition and hence very appealing for writing robust concurrent programs. How do we express traditional algorithms in functional setting? Won't we end up copying too much? Do we trade performance for versioned data structures? This book attempts to answer these questions by looking at functional implementations of traditional algorithms. It begins with a refresher and consolidation of what functional programming is all about. Next, you'll get to know about Lists, the work horse data type for most functional languages. We show what structural sharing means and how it helps to make immutable data structures efficient and practical. Scala is the primary implementation languages for most of the examples. At times, we also present Clojure snippets to illustrate the underlying fundamental theme. While writing code, we use ADTs (abstract data types). Stacks, Queues, Trees and Graphs are all familiar ADTs. You will see how these ADTs are implemented in a functional setting. We look at implementation techniques like amortization and lazy evaluation to ensure efficiency. By the end of the book, you will be able to write efficient functional data structures and algorithms for your applications. Style and approach Step-by-step topics will help you get started with functional programming. Learn by doing with hands-on code snippets that give you practical experience of the subject.

Purely Functional Data Structures

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Author :
Release : 1999-06-13
Genre : Computers
Kind : eBook
Book Rating : 502/5 ( reviews)

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Book Synopsis Purely Functional Data Structures by : Chris Okasaki

Download or read book Purely Functional Data Structures written by Chris Okasaki. This book was released on 1999-06-13. Available in PDF, EPUB and Kindle. Book excerpt: This book describes data structures and data structure design techniques for functional languages.

Purely Functional Data Structures

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Author :
Release : 1998-04-13
Genre : Computers
Kind : eBook
Book Rating : 010/5 ( reviews)

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Book Synopsis Purely Functional Data Structures by : Chris Okasaki

Download or read book Purely Functional Data Structures written by Chris Okasaki. This book was released on 1998-04-13. Available in PDF, EPUB and Kindle. Book excerpt: Most books on data structures assume an imperative language like C or C++. However, data structures for these languages do not always translate well to functional languages such as Standard ML, Haskell, or Scheme. This book describes data structures from the point of view of functional languages, with examples, and presents design techniques so that programmers can develop their own functional data structures. It includes both classical data structures, such as red-black trees and binomial queues, and a host of new data structures developed exclusively for functional languages. All source code is given in Standard ML and Haskell, and most of the programs can easily be adapted to other functional languages. This handy reference for professional programmers working with functional languages can also be used as a tutorial or for self-study.

Learning Functional Data Structures and Algorithms

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Author :
Release : 2016-10-31
Genre :
Kind : eBook
Book Rating : 731/5 ( reviews)

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Book Synopsis Learning Functional Data Structures and Algorithms by : Atul Khot

Download or read book Learning Functional Data Structures and Algorithms written by Atul Khot. This book was released on 2016-10-31. Available in PDF, EPUB and Kindle. Book excerpt: Learn functional data structures and algorithms for your applicationsAbout This Book*Moving from object-oriented programming to functional programming? This book will help you get started with functional programming.*Easy-to-understand explanations of practical topics will help you get started with functional data structures.*Get hands-on practice of Scala and Clojure to get the most out of functional programming.Who This Book Is ForThis book is for those who have some experience in functional programming languages. The data structures in this book are written in Scala and Clojure, but the users of other functional languages will also be able to use the algorithms and benefit from the book.What You Will Learn*Understand common data structures and the associated algorithms, as well as the context in which they are commonly used*Take a look at the runtime and space complexities with the O notation*Get an understanding of the traditional/imperative Java implementation*Grasp the purely functional version in Scala and Clojure*Get hands-on practice with the concepts of Scala and Clojure*See how Scala and Clojure data structures are implemented*Explore the basic themes of immutability, structural sharing, lazy evaluation, and recursion, as well as how they work together*Gain Scala and Clojure best practices and idiomsIn DetailFunctional data structures have the power to improve the codebase of an application and improve efficiency. With the advent of functional programming and with powerful functional languages such as Scala and Clojure becoming part of important enterprise applications, functional data structures have gained an important place in the developer toolkit. There are powerful algorithms that you can use and benefit from once they are written in the functional paradigm.This book covers all the major algorithms to improve your understanding of functional programming and data structures. It begins with a refresher and consolidation of what functional programming is and you'll get a taste of it in Scala and Clojure. Next, you'll get to know about the concept of cons and how structural sharing makes immutable data structures efficient and practical. You will learn to implement algorithms with arrays and we will also take a look at VList using Scala and Clojure.You will also see various techniques to write functional data structures and will discover how to deal with original data structures such as lists, queues, heaps, and so on. We will go into detail about lazy evaluation for these data structures.By the end of the book, you will be able to write efficient functional data structures and algorithms for your applications.

Python Data Structures and Algorithms

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Author :
Release : 2017-05-30
Genre : Computers
Kind : eBook
Book Rating : 337/5 ( reviews)

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Book Synopsis Python Data Structures and Algorithms by : Benjamin Baka

Download or read book Python Data Structures and Algorithms written by Benjamin Baka. This book was released on 2017-05-30. Available in PDF, EPUB and Kindle. Book excerpt: Implement classic and functional data structures and algorithms using Python About This Book A step by step guide, which will provide you with a thorough discussion on the analysis and design of fundamental Python data structures. Get a better understanding of advanced Python concepts such as big-o notation, dynamic programming, and functional data structures. Explore illustrations to present data structures and algorithms, as well as their analysis, in a clear, visual manner. Who This Book Is For The book will appeal to Python developers. A basic knowledge of Python is expected. What You Will Learn Gain a solid understanding of Python data structures. Build sophisticated data applications. Understand the common programming patterns and algorithms used in Python data science. Write efficient robust code. In Detail Data structures allow you to organize data in a particular way efficiently. They are critical to any problem, provide a complete solution, and act like reusable code. In this book, you will learn the essential Python data structures and the most common algorithms. With this easy-to-read book, you will be able to understand the power of linked lists, double linked lists, and circular linked lists. You will be able to create complex data structures such as graphs, stacks and queues. We will explore the application of binary searches and binary search trees. You will learn the common techniques and structures used in tasks such as preprocessing, modeling, and transforming data. We will also discuss how to organize your code in a manageable, consistent, and extendable way. The book will explore in detail sorting algorithms such as bubble sort, selection sort, insertion sort, and merge sort. By the end of the book, you will learn how to build components that are easy to understand, debug, and use in different applications. Style and Approach The easy-to-read book with its fast-paced nature will improve the productivity of Python programmers and improve the performance of Python applications.

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