{"product_id":"9781718503243","title":"The Art of Randomness: Randomized Algorithms in the Real World","description":"\u003cb\u003eHarness 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!\u003c\/b\u003e\u003cbr\u003e\u003cbr\u003e\u003ci\u003eThe Art of Randomness\u003c\/i\u003e 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.\u003cbr\u003e\u003cbr\u003eAuthor 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:\u003cbr\u003e\u003cbr\u003e\u003cul\u003e\n\u003cli\u003eSimulate Darwinian evolution and optimize with swarm-based search algorithms\u003c\/li\u003e\n\u003cli\u003eDesign scientific experiments to produce more meaningful results by making them truly random\u003c\/li\u003e\n\u003cli\u003eImplement machine learning algorithms like neural networks and random forests\u003c\/li\u003e\n\u003cli\u003eUse Markov Chain Monte Carlo methods to sample from complex distributions\u003c\/li\u003e\n\u003cli\u003eHide information in audio files and images, generate art, and create music\u003c\/li\u003e\n\u003cli\u003eReconstruct original signals and images from only randomly sampled data\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003eScientific 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.\u003cbr\u003e\u003cbr\u003eWhether you’re a programmer, scientist, engineer, mathematician, or artist, you’ll find \u003ci\u003eThe Art of Randomness\u003c\/i\u003e 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.","brand":"No Starch Press","offers":[{"title":"Default Title","offer_id":43024444162109,"sku":"9781718503243","price":49.99,"currency_code":"USD","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0603\/0838\/9949\/files\/9781718503243_p0.jpg?v=1772613226","url":"https:\/\/www.tatteredcover.com\/products\/9781718503243","provider":"Tattered Cover","version":"1.0","type":"link"}