Enroll Course: https://www.coursera.org/learn/resolucion-busqueda
The Coursera course ‘Resolución de problemas por búsqueda’ offers an in-depth exploration of automatic problem solving through search algorithms. Designed for learners interested in artificial intelligence and computational problem-solving, this course provides valuable insights into how problems can be abstracted as graphs of states and actions. It emphasizes understanding the complexity of problems by identifying key parameters and analyzing the computational resources required by various algorithms.
One of the standout features of this course is its balanced focus on both uninformed and informed search algorithms. The first modules introduce classical uninformed search techniques, treating them as fundamental building blocks for designing intelligent agents. Learners will practice abstracting problems into state-action graphs and evaluating algorithm performance using asymptotic analysis.
Building upon this foundation, the course then explores informed search algorithms that incorporate domain knowledge through heuristic functions. It discusses how the choice of heuristics influences the optimality of the solutions, equipping students with the skills to select and tailor heuristics for specific problems.
Recognizing the limitations of traditional algorithms in tackling large-scale or complex problems, the course also covers metaheuristic algorithms. These approaches are crucial for addressing scenarios where conventional methods may falter, emphasizing the importance of adaptability and creativity in problem-solving.
Throughout the course, practical applications are emphasized, enabling learners to implement these algorithms effectively for real-world problems. The combination of theoretical understanding and hands-on practice makes this course highly recommended for students and professionals interested in artificial intelligence, algorithm design, and computational problem-solving.
If you’re looking to deepen your understanding of search algorithms and enhance your ability to develop efficient problem-solving strategies, this course is an excellent choice. It provides a solid theoretical foundation along with practical tools to approach complex problems systematically.
Enroll Course: https://www.coursera.org/learn/resolucion-busqueda