The Art of Randomness: Randomized Algorithms in the Real World - Ronald T. Kneusel - Marjane Mall - Image 1
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The Art of Randomness: Randomized Algorithms in the Real World - Ronald T. Kneusel

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Découvrez comment exploiter la puissance du hasard et du code Python pour résoudre des problèmes concrets grâce à cet ouvrage pratique. Signé Ronald T. Kneusel et publié par No Starch Press, ce livre de 400 pages vous guide à travers des expériences ludiques, allant de la simulation de l'évolution aux algorithmes d'apprentissage automatique. Idéal ...

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Description produit
Marque
GENERIC
Titre principal
The Art of Randomness: Randomized Algorithms in the Real World
Editeur
No Starch Press
Type de produit
Paperback
Présentation du livre
Paperback
Release date
3/5/2024 12:00:00 AM
Langue d'origine
English
ISBN
1718503245
Dimensions
7 x 0.91 x 9.19 inches
Nombre de pages de livre
400 pages
Langue - Librairie
English
Résumé
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 algorithmsDesign scientific experiments to produce more meaningful results by making them truly randomImplement machine learning algorithms like neural networks and random forestsUse Markov Chain Monte Carlo methods to sample from complex distributionsHide information in audio files and images, generate art, and create musicReconstruct original signals and images from only randomly sampled dataScientific 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. Read more
Auteur(s)
Ronald T. Kneusel
Date de parution
3/5/2024 12:00:00 AM