📗 Libro en inglés OPTIMIZATION ALGORITHMS

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 worry there s no complex mathematical notation You ll learn through in depth case studies that cut through academic com