نام کتاب
Algorithms For Dummies

John Paul Mueller, Luca Massaron

Paperback451 Pages
PublisherFor Dummies (Wiley)
Edition1
LanguageEnglish
Year2022
ISBN9781119869986
1K
A3075
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#Algorithms

توضیحات

Your secret weapon to understanding―and using!―one of the most powerful influences in the world today


From your Facebook News Feed to your most recent insurance premiums―even making toast!―algorithms play a role in virtually everything that happens in modern society and in your personal life. And while they can seem complicated from a distance, the reality is that, with a little help, anyone can understand―and even use―these powerful problem-solving tools!


In Algorithms For Dummies, you'll discover the basics of algorithms, including what they are, how they work, where you can find them (spoiler alert: everywhere!), who invented the most important ones in use today (a Greek philosopher is involved), and how to create them yourself.

You'll also find:

  • Dozens of graphs and charts that help you understand the inner workings of algorithms
  • Links to an online repository called GitHub for constant access to updated code
  • Step-by-step instructions on how to use Google Colaboratory, a zero-setup coding environment that runs right from your browser


Whether you're a curious internet user wondering how Google seems to always know the right answer to your question or a beginning computer science student looking for a head start on your next class, Algorithms For Dummies is the can't-miss resource you've been waiting for.


Algorithms are everywhere―in your web browser, your music app, the grocery store checkout, and possibly even in your car. Algorithms For Dummies will show you what they’re doing and how you can do it, too. You’ll learn to manipulate and structure data, build graphs using Python® programming language, and use basic programming techniques to make your algorithms run more smoothly. You might not be able to write an algorithm for a self-driving car or for a virtual assistant…but then again, maybe you will, with the solid foundation you’ll build in this book.


Inside…

  • Create algorithms the easy way with the Python® language
  • Practical real-world algorithm uses
  • Approaches to solving difficult problems
  • Online access to code
  • World-famous algorithms
  • Tips on working with big data
  • Discover practical algorithm history


Table of Contents

Part 1 Getting Started with Algorithms

Chapter 1 Introducing Algorithms

Chapter 2 Considering Algorithm Design

Chapter 3 Working with Google Colab

Chapter 4 Performing Essential Data Manipulations Using Python

Chapter 5 Developing a Matrix Computation Class


Part 2 Understanding the Need to Sort and Search

Chapter 6 Structuring Data

Chapter 7 Arranging and Searching Data


Part 3 Exploring the World of Graphs

Chapter 8 Understanding Graph Basics

Chapter 9 Reconnecting the Dots

Chapter 10 Discovering Graph Secrets

Chapter 11 Getting the Right Web page


Part 4 Wrangling Big Data

Chapter 12 Managing Big Data

Chapter 13 Parallelizing Operations

Chapter 14 Compressing and Concealing Data


Part 5 Challenging Difficult Problems

Chapter 15 Working with Greedy Algorithms

Chapter 16 Relying on Dynamic Programming

Chapter 17 Using Randomized Algorithms

Chapter 18 Performing Local Search

Chapter 19 Employing Linear Programming

Chapter 20 Considering Heuristics


Part 6 The Part of Tens

Chapter 21 Ten Algorithms That Are Changing the World

Chapter 22 Ten Algorithmic Problems Yet to Solve


About the Author

John Mueller has published more than 100 books on technology, data, and programming. John has a website and blog where he writes articles on technology and offers assistance alongside his published books.

Luca Massaron is a data scientist specializing in insurance and finance. A Google Developer Expert in machine learning, he has been involved in quantitative analysis and algorithms since 2000.

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