Description: About this Item The item is a book Paperback The Author Name is Alaa Khamis The Title is Optimization Algorithms : AI techniques for design, planning, and control problems Condition New Other Comments Pages Count - 536. Category - Computers Product Description - Solve design, planning, and control problems using modern AI techniques.Optimization problems are everywhere in daily life. What's the fastest route from one place to another How do you calculate the optimal price for a product How should you plant crops, allocate resources, and schedule surgeries Optimization Algorithms introduces the AI algorithms that can solve these complex and poorly-structured problems. In Optimization Algorithms: AI techniques for design, planning, and control problems you will learn: * The core concepts of search and optimization * Deterministic and stochastic optimization techniques * Graph search algorithms * Trajectory-based optimization algorithms * Evolutionary computing algorithms * Swarm intelligence algorithms * Machine learning methods for search and optimization problems * Efficient trade-offs between search space exploration and exploitation * State-of-the-art Python libraries for search and optimization Inside this comprehensive guide, you'll find a wide range of optimization methods, from deterministic search algorithms to stochastic derivative-free metaheuristic algorithms and machine learning methods. Don't worrythere's no complex mathematical notation. You'll learn through in-depth case studies that cut through academic complexity to demonstrate how each algorithm works in the real world. Plus, get hands-on experience with practical exercises to optimize and scale the performance of each algorithm. Purchase of the print book includes a free eBook in PDF and ePub formats from Manning Publications. About the technology Every time you call for a rideshare, order food delivery, book a flight, or schedule a hospital appointment, an algorithm works behind the scenes to find the optimal result. Blending modern AI methods with classical search and optimization techniques can deliver incredible results, especially for the messy problems you encounter in the real world. This book shows you how. About the book Optimization Algorithms explains in clear language how optimization algorithms work and what you can do with them. This engaging book goes beyond toy examples, presenting detailed scenarios that use actual industry data and cutting-edge AI techniques. You will learn how to apply modern optimization algorithms to real-world problems like pricing products, matching supply with demand, balancing assembly lines, tuning parameters, coordinating mobile networks, and cracking smart mobility challenges. What's inside * Graph search algorithms * Metaheuristic algorithms * Machine learning methods * State-of-the-art Python libraries for optimization * Efficient trade-offs between search space exploration and exploitation About the reader Requires intermediate Python and machine learning skills. About the author Dr. Alaa Khamis is an AI and smart mobility technical leader at General Motors and a lecturer at the University of Toronto. The technical editor on this book was Frances Buontempo. Table of Contents PART 1 1 Introduction to search and optimization 2 A deeper look at search and optimization 3 Blind search algorithms 4 Informed search algorithms PART 2 5 Simulated annealing 6 Tabu search PART 3 7 Genetic algorithms 8 Genetic algorithm variants PART 4 9 Particle swarm optimization 10 Other swarm intelligence algorithms to explore PART 5 11 Supervised and unsupervised learning 12 Reinforcement learning included with the eBook only: Appendix A Appendix B Appendix C We Use Stock Images Because we have over 2 million items for sale we have to use stock images, this listing does not include the actual image of the item for sale. The purchase of this specific item is made with the understanding that the image shown in this listing is a stock image and not the actual item for sale. For example: some of our stock images include stickers, labels, price tags, hyper stickers, obi's, promotional messages, signatures and or writing which may not be available in the actual item. When possible we will add details of the items we are selling to help buyers know what is included in the item for sale. The details are provided automatically from our central master database and can sometimes be wrong. Books are released in many editions and variations, such as standard edition, re-issue, not for sale, promotional, special edition, limited edition, and many other editions and versions. The Book you receive could be any of these editions or variations. If you are looking for a specific edition or version please contact us to verify what we are selling. Gift IdeasThis is a great Christmas gift idea. Hours of ServiceWe have many warehouses, some of the warehouses process orders seven days a week, but the Administration Support Staff are located at a head office location, outside of the warehouses, and typically work only Monday to Friday. Location ID 9000z iHaveit SKU ID 167566882
Price: 95.83 USD
Location: US
End Time: 2024-11-22T13:03:32.000Z
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Fiction/Non-Fiction: Non-Fiction
Genre/Subject: Computers
Brand: Manning
Weight: 0.89
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Title: Optimization Algorithms AI techniques for design planning and
Release Title: Optimization Algorithms AI techniques for design planning and
Record Grading: New
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UPC: 9781633438835
EAN: 9781633438835
ISBN: 9781633438835
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Number of Pages: 536 Pages
Language: English
Publication Name: Optimization Algorithms
Publisher: Manning Publications Co. LLC
Item Height: 0.8 in
Subject: Programming / Algorithms, Intelligence (Ai) & Semantics, Programming Languages / Python
Publication Year: 2024
Type: Textbook
Item Weight: 34 Oz
Author: Alaa Khamis
Subject Area: Computers
Item Length: 9.1 in
Item Width: 7.5 in
Format: Hardcover
