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The Art of Randomness

Randomized Algorithms in the Real World

Author Ronald T. Kneusel

Paperback

$49.99 US

No Starch | No Starch Press

7"W x 9.19"H x 0.91"D (17.8 x 23.3 x 2.3 cm) | 26 oz (743 g) | 18 per carton

On sale Mar 05, 2024 | 400 Pages | 9781718503243

Sales rights: World

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Nonfiction > Science & Technology

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Harness the power of randomness (and Python code) to solve real-world problems in fun, hands-on experiments—from simulating evolution to encrypting messages to making machine-learning algorithms!

The Art of Randomness is a hands-on guide to mastering the many ways you can use randomized algorithms to solve real programming and scientific problems. You’ll learn how to use randomness to run simulations, hide information, design experiments, and even create art and music. All you need is some Python, basic high school math, and a roll of the dice.

Author Ronald T. Kneusel focuses on helping you build your intuition so that you’ll know when and how to use random processes to get things done. You’ll develop a randomness engine (a Python class that supplies random values from your chosen source), then explore how to leverage randomness to:

Simulate Darwinian evolution and optimize with swarm-based search algorithms
Design scientific experiments to produce more meaningful results by making them truly random
Implement machine learning algorithms like neural networks and random forests
Use Markov Chain Monte Carlo methods to sample from complex distributions
Hide information in audio files and images, generate art, and create music
Reconstruct original signals and images from only randomly sampled data

Scientific anecdotes and code examples throughout illustrate how randomness plays into areas like optimization, machine learning, and audio signals. End-of-chapter exercises encourage further exploration.

Whether you’re a programmer, scientist, engineer, mathematician, or artist, you’ll find The Art of Randomness to be your ticket to discovering the hidden power of applied randomness and the ways it can transform your approach to solving problems, from the technical to the artistic.

"The Art of Randomness is a useful reference and resource for anyone who needs to apply the power of randomized algorithms, including programmers, scientists, engineers, mathematicians, even artists and musicians...highly recommended."
—Midwest Book Review

Ronald T. Kneusel is a computer scientist, an expert in machine learning, and a lover of fine craft beers. Kneusel has been working with machine learning in industry since 2003 and completed a PhD in machine learning from the University of Colorado, Boulder, in 2016. He’s the author of four other books with No Starch Press: How AI Works (2023), Strange Code (2022), Practical Deep Learning (2021), and Math for Deep Learning (2021).

Ronald T. Kneusel View titles by Ronald T. Kneusel

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TABLE OF CONTENTS...

Introduction
Chapter 1: The Nature of Randomness
Chapter 2: Hiding Information
Chapter 3: Simulate the Real World
Chapter 4: Optimize the World
Chapter 5: Swarm Optimization
Chapter 6: Machine Learning
Chapter 7: Art
Chapter 8: Music
Chapter 9: Audio Signals
Chapter 10: Experimental Design
Chapter 11: Computer Science Algorithms
Chapter 12: Sampling
Resources
Index

Photos

About

Simulate Darwinian evolution and optimize with swarm-based search algorithms
Design scientific experiments to produce more meaningful results by making them truly random
Implement machine learning algorithms like neural networks and random forests
Use Markov Chain Monte Carlo methods to sample from complex distributions
Hide information in audio files and images, generate art, and create music
Reconstruct original signals and images from only randomly sampled data

Praise

Author

Ronald T. Kneusel View titles by Ronald T. Kneusel

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Available for sale exclusive:

• Afghanistan

• Aland Islands

• Albania

• Algeria

• Andorra

• Angola

• Anguilla

• Antarctica

• Antigua/Barbuda

• Argentina

• Armenia

• Aruba

• Australia

• Austria

• Azerbaijan

• Bahamas

• Bahrain

• Bangladesh

• Barbados

• Belarus

• Belgium

• Belize

• Benin

• Bermuda

• Bhutan

• Bolivia

• Bonaire, Saba

• Bosnia Herzeg.

• Botswana

• Bouvet Island

• Brazil

• Brit.Ind.Oc.Ter

• Brit.Virgin Is.

• Brunei

• Bulgaria

• Burkina Faso

• Burundi

• Cambodia

• Cameroon

• Canada

• Cape Verde

• Cayman Islands

• Centr.Afr.Rep.

• Chad

• Chile

• China

• Christmas Islnd

• Cocos Islands

• Colombia

• Comoro Is.

• Congo

• Cook Islands

• Costa Rica

• Croatia

• Cuba

• Curacao

• Cyprus

• Czech Republic

• Dem. Rep. Congo

• Denmark

• Djibouti

• Dominica

• Dominican Rep.

• Ecuador

• Egypt

• El Salvador

• Equatorial Gui.

• Eritrea

• Estonia

• Ethiopia

• Falkland Islnds

• Faroe Islands

• Fiji

• Finland

• France

• Fren.Polynesia

• French Guinea

• Gabon

• Gambia

• Georgia

• Germany

• Ghana

• Gibraltar

• Greece

• Greenland

• Grenada

• Guadeloupe

• Guam

• Guatemala

• Guernsey

• Guinea Republic

• Guinea-Bissau

• Guyana

• Haiti

• Heard/McDon.Isl

• Honduras

• Hong Kong

• Hungary

• Iceland

• India

• Indonesia

• Iran

• Iraq

• Ireland

• Isle of Man

• Israel

• Italy

• Ivory Coast

• Jamaica

• Japan

• Jersey

• Jordan

• Kazakhstan

• Kenya

• Kiribati

• Kuwait

• Kyrgyzstan

• Laos

• Latvia

• Lebanon

• Lesotho

• Liberia

• Libya

• Liechtenstein

• Lithuania

• Luxembourg

• Macau

• Macedonia

• Madagascar

• Malawi

• Malaysia

• Maldives

• Mali

• Malta

• Marshall island

• Martinique

• Mauritania

• Mauritius

• Mayotte

• Mexico

• Micronesia

• Minor Outl.Ins.

• Moldavia

• Monaco

• Mongolia

• Montenegro

• Montserrat

• Morocco

• Mozambique

• Myanmar

• Namibia

• Nauru

• Nepal

• Netherlands

• New Caledonia

• New Zealand

• Nicaragua

• Niger

• Nigeria

• Niue

• Norfolk Island

• North Korea

• North Mariana

• Norway

• Oman

• Pakistan

• Palau

• Palestinian Ter

• Panama

• PapuaNewGuinea

• Paraguay

• Peru

• Philippines

• Pitcairn Islnds

• Poland

• Portugal

• Puerto Rico

• Qatar

• Reunion Island

• Romania

• Russian Fed.

• Rwanda

• S. Sandwich Ins

• Saint Martin

• Samoa,American

• San Marino

• SaoTome Princip

• Saudi Arabia

• Senegal

• Serbia

• Seychelles

• Sierra Leone

• Singapore

• Sint Maarten

• Slovakia

• Slovenia

• Solomon Islands

• Somalia

• South Africa

• South Korea

• South Sudan

• Spain

• Sri Lanka

• St Barthelemy

• St. Helena

• St. Lucia

• St. Vincent

• St.Chr.,Nevis

• St.Pier,Miquel.

• Sth Terr. Franc

• Sudan

• Suriname

• Svalbard

• Swaziland

• Sweden

• Switzerland

• Syria

• Tadschikistan

• Taiwan

• Tanzania

• Thailand

• Timor-Leste

• Togo

• Tokelau Islands

• Tonga

• Trinidad,Tobago

• Tunisia

• Turkey

• Turkmenistan

• Turks&Caicos Is

• Tuvalu

• US Virgin Is.

• USA

• Uganda

• Ukraine

• Unit.Arab Emir.

• United Kingdom

• Uruguay

• Uzbekistan

• Vanuatu

• Vatican City

• Venezuela

• Vietnam

• Wallis,Futuna

• West Saharan

• Western Samoa

• Yemen

• Zambia

• Zimbabwe

The Art of Randomness

Randomized Algorithms in the Real World

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The Art of Randomness

Randomized Algorithms in the Real World

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