Optimization Algorithms

AvAlaa Khamis

Inbunden, Engelska, 2024

571 kr

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E-bok

900 kr

Beskrivning

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.

Produktinformation

Utgivningsdatum:2024-08-26
Mått:190 x 230 x 20 mm
Vikt:965 g
Format:Inbunden
Språk:Engelska
Antal sidor:536
Upplaga:1
Förlag:Pearson Education
ISBN:9781633438835

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Mer om författaren

About the AuthorDr. 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.

Recensioner i media

This book is a superb introduction to advanced search and optimization techniques, with realistic examples and practical implementations in Python. Alain CouniotIt'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 GeorgeReading the book gave me a good overview of the insane amount of algorithms I didn't even know existed. Kim GabrielsenI 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