کتاب دانلود کتب لاتین علوم حیاتبیوانفورماتیک
الگوریتم های ژنتیک و یادگیری ماشین برای برنامه نویسان - ایجاد مدل های هوش مصنوعی و راه حل های تکاملی
الگوریتم های ژنتیک و یادگیری ماشین برای برنامه نویسان - ایجاد مدل های هوش مصنوعی و راه حل های تکاملی

Genetic Algorithms and Machine Learning for Programmers: Create AI Models and Evolve Solutions
نویسنده: Frances Buontempo
سال انتشار: 2019
تعداد صفحات: 234
زبان فایل: انگلیسی
فرمت فایل: pdf
حجم فایل: 14MB
رمز فایل: www.ketabdownload.com

دانلود رایگان

Publisher: Pragmatic Bookshelf

ISBN-10: 168050620X

ISBN-13: 978-1680506204

ASIN: B07PPB8Y7L

(Pragmatic Programmers) 1st Edition

Self-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.

Discover 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.

In this book, you will:

Use heuristics and design fitness functions.

Build genetic algorithms.

Make nature-inspired swarms with ants, bees and particles.

Create Monte Carlo simulations.

Investigate cellular automata.

Find minima and maxima, using hill climbing and simulated annealing.

Try selection methods, including tournament and roulette wheels.

Learn about heuristics, fitness functions, metrics, and clusters.