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Resolución de problemas por búsqueda

Stalin Muñoz Gutiérrez

El curso trata de resolución automática de problemas por medio de algoritmos de búsqueda.

Aprenderás a abstraer un problema como un grafo de estados-acciones y a dimensionar su complejidad por medio de la identificación de parámetros. Además, te mostraremos cómo analizar el consumo de recursos computacionales de los algoritmos para seleccionar o adaptar el más apropiado al problema.

Nos interesa que puedas aplicar los algoritmos a problemas concretos.

Te acompañaremos en la implementación de los algoritmos en el lenguaje de programación Python y te mostraremos algunos ejemplos de su aplicación a ciertos problemas modelo.

Al final podrás probar tus algoritmos en un espacio de búsqueda interesante: el resolver el cubo de Rubik.

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What's inside

Syllabus

Algoritmos de Búsqueda ciega

Conocerás los algoritmos de búsqueda no informada. Estos algoritmos pueden verse como building blocks para diseñar agentes inteligentes que resuelven problemas. Aprenderás a abstraer los problemas como grafos de estados-acciones y podrás tratar la solución de problemas de manera equivalente a encontrar rutas dentro de este grafo. Te mostraremos cómo utilizar el análisis asintótico para evaluar el desempeño de los algoritmos.

Algoritmos de Búsqueda ciega (parte 2)

Algoritmos de búsqueda informada

Aprenderás a incorporar conocimiento del dominio del problema para guiar a los algoritmos en dirección a la solución por medio de funciones heurísticas. Entenderás el efecto que tiene la selección de la heurística en la optimalidad de las rutas encontradas.

Algoritmos de búsqueda informada (parte 2)

Algoritmos de búsqueda metaheurísticos

Comprenderás la importancia de los algoritmos meta-heurísticos para enfrentar la complejidad de problemas grandes donde los algoritmos vistos en los módulos anteriores dejan de ser efectivos.

Good to know

Know what's good

, what to watch for

, and possible dealbreakers

Teaches algorithms for automated problem-solving

Develops foundational concepts in graph theory

Introduces metrics for evaluating computational complexity

Provides hands-on implementation in Python

Utilizes the Rubik's Cube as a practical application

Suitable for learners interested in artificial intelligence and machine learning

Course is in Spanish

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Reviews summary

In-depth course on search problem solving

This course is designed for individuals aiming to advance their knowledge of search problem-solving algorithms. The curriculum covers blind, informed, and metaheuristic search algorithms. Through Python implementation and real-world applications, students can expect a rigorous and engaging learning experience. While some reviews highlight areas for improvement, many emphasize the course's quality and the instructor's commitment to effective teaching.

Clear explanations facilitate understanding

"El curso es un poco enredado, a veces puede tornarse un poco tedioso, pero tiene buen contenido y se nota que el profesor se esfuerza bastante por que uno entienda el contenido."

Laboratories provide hands-on experience

"...y con laboratorios interesantes y "

Practical Python implementation of algorithms

"Te acompañaremos en la implementación de los algoritmos en el lenguaje de programación Python..."

Discussion forums are not adequately supported

"Además es prácticamente imposible buscar ayuda en los foros porque están totalmente desatendidos por parte de los instructores y mentores."

Programming assignments can be frustrating

"Sin embargo, las tareas de programación resultan frustrantes de resolver, ya que los resultados que se envían al calificador automático están ofuscados y es difícil encontrar los errores, que muchas veces se encuentran en el código provisto por el mismo curso."

Activities

Be better prepared before your course. Deepen your understanding during and after it. Supplement your coursework and achieve mastery of the topics covered in Resolución de problemas por búsqueda with these activities:

Inteligencia Artificial: Un Enfoque Moderno

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Mejora tu comprensión de los conceptos fundamentales de la inteligencia artificial, que complementará tus conocimientos sobre algoritmos de búsqueda y te brindará una base más sólida para este curso.

View INTELIGENCIA ARTIFICIAL: Un enfoque moderno on Amazon

Show steps

Lee el libro
Enfócate en los capítulos relevantes para los algoritmos de búsqueda
Toma notas y subraya los conceptos clave

Análisis asintótico de algoritmos

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Fortalece tu capacidad para analizar el consumo de recursos de los algoritmos, lo que te permitirá seleccionar y adaptar el algoritmo más apropiado para diferentes problemas.

Show steps

Revisa los fundamentos del análisis asintótico
Aplica técnicas de análisis asintótico a algoritmos de búsqueda específicos
Compara y contrasta la complejidad de diferentes algoritmos

Proyecto Personalizado: Aplicación de Algoritmos de Búsqueda

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Aplica tus conocimientos de algoritmos de búsqueda a un proyecto personal que te permitirá explorar tus intereses y ampliar tus habilidades prácticas.

Show steps

Identifica un problema del mundo real que se pueda abordar con algoritmos de búsqueda
Diseña y desarrolla una aplicación que implemente los algoritmos adecuados
Prueba, implementa y evalúa tu aplicación

Show all three activities

Career center

Learners who complete Resolución de problemas por búsqueda will develop knowledge and skills that may be useful to these careers:

Artificial Intelligence Researcher

As an Artificial Intelligence Researcher, you will develop new algorithms and techniques for solving problems. Resolution de Problemas por Busqueda is a valuable course for Artificial Intelligence Researchers because it teaches how to design and analyze algorithms for solving complex problems.

See salaries and explore the career path for Artificial Intelligence Researcher

Artificial Intelligence Programmer

As an Artificial Intelligence Programmer, you will develop and implement artificial intelligence systems. Resolution de Problemas por Busqueda is a valuable course for Artificial Intelligence Programmers because it teaches how to design and implement algorithms for solving complex problems. This course will also help you to understand how to use artificial intelligence to create intelligent systems.

See salaries and explore the career path for Artificial Intelligence Programmer

Algorithm Developer

As an Algorithm Developer, you will design and implement algorithms for a variety of applications. Resolution de Problemas por Busqueda is a valuable course for Algorithm Developers because it teaches how to design and analyze algorithms for solving complex problems.

See salaries and explore the career path for Algorithm Developer

Machine Learning Engineer

As a Machine Learning Engineer, you will use algorithms to train computers to learn from data. Resolution de Problemas por Busqueda is a valuable course for Machine Learning Engineers because it teaches how to design and implement algorithms that can solve complex problems.

See salaries and explore the career path for Machine Learning Engineer

Computer Scientist

As a Computer Scientist, you will research and develop new computer technologies. Resolution de Problemas por Busqueda is a foundational course for Computer Scientists because it teaches the fundamental algorithms that are used in computer science.

See salaries and explore the career path for Computer Scientist

Operations Research Analyst

As an Operations Research Analyst, you will use mathematical models and algorithms to solve problems in a variety of industries. Resolution de Problemas por Busqueda is a valuable course for Operations Research Analysts because it teaches how to design and implement algorithms for solving optimization problems.

See salaries and explore the career path for Operations Research Analyst

Robotics Engineer

As a Robotics Engineer, you will design and build robots. Resolution de Problemas por Busqueda will teach you how to use algorithms to control robots and to solve problems in real-time. This course will also help you to understand how to use artificial intelligence to create robots that can learn and adapt.

See salaries and explore the career path for Robotics Engineer

Software Tester

As a Software Tester, you will test software to ensure that it meets the requirements and specifications. Resolution de Problemas por Busqueda is a valuable course for Software Testers because it teaches how to use algorithms to find errors in software. This course will also help you to understand how to design and implement test cases.

See salaries and explore the career path for Software Tester

Data Analyst

As a Data Analyst, you will collect, clean, and analyze data to identify trends and patterns. Resolution de Problemas por Busqueda is a valuable course for Data Analysts because it teaches how to use algorithms to find patterns in data. This skill can be used to develop predictive models and identify trends.

See salaries and explore the career path for Data Analyst

Data Scientist

As a Data Scientist, you will use data to solve problems and make predictions. Resolution de Problemas por Busqueda is also a valuable course for Data Scientists because it teaches how to use algorithms to find patterns in data. This skill can be used to develop predictive models and identify trends.

See salaries and explore the career path for Data Scientist

Systems Analyst

As a Systems Analyst, you will design and implement computer systems. Resolution de Problemas por Busqueda will teach you how to use algorithms to solve problems in a variety of domains. This course will also help you to understand how to design and implement efficient and effective computer systems.

See salaries and explore the career path for Systems Analyst

Web Developer

As a Web Developer, you will design and develop websites. Resolution de Problemas por Busqueda is a valuable course for Web Developers because it teaches how to use algorithms to create efficient and effective websites. This course will also help you to understand how to use artificial intelligence to create websites that can learn and adapt.

See salaries and explore the career path for Web Developer

Software Engineer

As a Software Engineer, you will design and develop computer applications for a wide range of industries. Resolution de Problemas por Busqueda will teach you how to use algorithms to solve problems. This will be a valuable skill throughout your career as you will be tasked with creating efficient and effective software solutions.

See salaries and explore the career path for Software Engineer

Game Designer

As a Game Designer, you will design and develop video games. Resolution de Problemas por Busqueda will teach you how to use algorithms to create challenging and engaging game levels. This course will also help you to understand how to use artificial intelligence to create intelligent enemies and allies.

See salaries and explore the career path for Game Designer

Project Manager

As a Project Manager, you will plan, execute, and close projects. Resolution de Problemas por Busqueda may be useful for Project Managers because it teaches how to solve problems and make decisions. This course will also help you to understand how to manage projects effectively.

See salaries and explore the career path for Project Manager

Reading list

We've selected 12 books that we think will supplement your learning. Use these to develop background knowledge, enrich your coursework, and gain a deeper understanding of the topics covered in Resolución de problemas por búsqueda.

Artificial Intelligence

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Provides a comprehensive overview of artificial intelligence, including topics such as search, planning, and machine learning. It good resource for students who want to learn more about the theoretical foundations of AI.

(English) Artificial Intelligence: A Modern Approach, Global...

Resolución de problemas por búsqueda

Three deals to help you save

What's inside

Syllabus

Good to know

Save this course

Reviews summary

In-depth course on search problem solving

Activities

Career center

Reading list

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