{"product_id":"genetic-algorithms-and-machine-learning-for-programmers-create-ai-models-and-evolve-solutions-9781680506204","title":"Genetic Algorithms and Machine Learning for Programmers: Create AI Models and Evolve Solutions","description":"\u003cp\u003e • Author(s): Frances Buontempo\u003cbr\u003e • Publisher: Pragmatic Bookshelf\u003cbr\u003e • Publisher Imprint: Pragmatic Bookshelf\u003cbr\u003e • BISAC: Artificial Intelligence - Expert Systems\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eSelf-driving cars, natural language recognition, and online recommendation engines are all possible thanks to Machine Learning. Now you can create your own genetic algorithms, nature-inspired swarms, Monte Carlo simulations, cellular automata, and clusters. Learn how to test your ML code and dive into even more advanced topics. If you are a beginner-to-intermediate programmer keen to understand machine learning, this book is for you.\u003c\/p\u003e \u003cp\u003eDiscover machine learning algorithms using a handful of self-contained recipes. Build a repertoire of algorithms, discovering terms and approaches that apply generally. Bake intelligence into your algorithms, guiding them to discover good solutions to problems.\u003c\/p\u003e \u003cp\u003eIn this book, you will: \u003c\/p\u003e \u003cul\u003e \u003cli\u003eUse heuristics and design fitness functions.\u003c\/li\u003e \u003cli\u003eBuild genetic algorithms.\u003c\/li\u003e \u003cli\u003eMake nature-inspired swarms with ants, bees and particles.\u003c\/li\u003e \u003cli\u003eCreate Monte Carlo simulations.\u003c\/li\u003e \u003cli\u003eInvestigate cellular automata.\u003c\/li\u003e \u003cli\u003eFind minima and maxima, using hill climbing and simulated annealing.\u003c\/li\u003e \u003cli\u003eTry selection methods, including tournament and roulette wheels.\u003c\/li\u003e \u003cli\u003eLearn about heuristics, fitness functions, metrics, and clusters.\u003c\/li\u003e \u003c\/ul\u003e \u003cp\u003eTest your code and get inspired to try new problems. Work through scenarios to code your way out of a paper bag; an important skill for any competent programmer. See how the algorithms explore and learn by creating visualizations of each problem. Get inspired to design your own machine learning projects and become familiar with the jargon.\u003c\/p\u003e \u003cp\u003e\u003cb\u003eWhat You Need: \u003c\/b\u003e\u003c\/p\u003e \u003cp\u003eCode in C++ (\u0026gt;= C++11), Python (2.x or 3.x) and JavaScript (using the HTML5 canvas). Also uses matplotlib and some open source libraries, including SFML, Catch and Cosmic-Ray. These plotting and testing libraries are not required but their use will give you a fuller experience. Armed with just a text editor and compiler\/interpreter for your language of choice you can still code along from the general algorithm descriptions.\u003c\/p\u003e","brand":"Pragmatic Bookshelf","offers":[{"title":"Paperback","offer_id":45034217799831,"sku":"9781680506204","price":3565.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781680506204.webp?v=1767897123","url":"https:\/\/atlanticbooks.com\/products\/genetic-algorithms-and-machine-learning-for-programmers-create-ai-models-and-evolve-solutions-9781680506204","provider":"Atlantic Books","version":"1.0","type":"link"}