Overview
Solve design, planning, and control problems using modern machine learning and AI techniques. In Optimization Algorithms: AI techniques for design, planning, and control problems you will learn: Machine learning methods for search and optimization problems The core concepts of search and optimization Deterministic and stochastic optimization techniques Graph search algorithms Nature-inspired search and optimization algorithms Efficient trade-offs between search space exploration and exploitation State-of-the-art Python libraries for search and optimization About the technology: Search and optimization algorithms are powerful tools that can help practitioners find optimal or near-optimal solutions to a wide range of design, planning and control problems. When you open a route planning app, call for a rideshare, or schedule a hospital appointment, an AI algorithm works behind the scenes to make sure you get an optimized result. This guide reveals the classical and modern algorithms behind these services.
Full Product Details
Author: Alaa Khamis
Publisher: Manning Publications
Imprint: Manning Publications
Dimensions:
Width: 19.00cm
, Height: 2.00cm
, Length: 23.00cm
Weight: 0.965kg
ISBN: 9781633438835
ISBN 10: 163343883
Pages: 536
Publication Date: 26 August 2024
Audience:
Professional and scholarly
,
Professional & Vocational
Format: Hardback
Publisher's Status: Active
Availability: Available To Order
We have confirmation that this item is in stock with the supplier. It will be ordered in for you and dispatched immediately.
Reviews
This book is a superb introduction to advanced search and optimization techniques, with realistic examples and practical implementations in Python. Alain Couniot It's rare to find such a well structured book with a perfect balance between theory and practice - you end up with a fun and educational book that’s a pleasure to read. Onofrei George Reading the book gave me a good overview of the insane amount of algorithms I didn't even know existed. Kim Gabrielsen I have not seen some of the graph algorithms inside this book explained as clearly before. Nick Vazquez I truly enjoyed the depth, the broad spectrum of topics, the numerous practical examples, and the writing style. Simon Tschke
Author Information
About the Author Dr. Alaa Khamis is an AI and smart mobility technical leader at General Motors and a sessional lecturer at the University of Toronto. He is also an adjunct professor at Ontario Tech University and Nile University, affiliate member of the Center of Pattern Analysis and Machine Intelligence (CPAMI) at the University of Waterloo, and a former professor of artificial intelligence and robotics.
