Introduction to Genetic Algorithms: Theory and Applications

所在平台: Udemy

课程主页: https://www.udemy.com/course/geneticalgorithm/

课程评论:没有评论

第一个写评论        关注课程

课程简介

**课程名称:** 遗传算法导论:理论与应用 **课程概述:** 本课程是一门关于遗传算法的入门课程,将深入探讨自然启发式人工智能技术中最基本的核心概念。课程重点将放在具有历史意义并且备受推崇的优化算法——遗传算法上。遗传算法是一种搜索方法,可以轻松应用于机器学习、数据科学、神经网络和深度学习等各种领域。 本课程由拥有10年以上该领域经验的讲师精心设计,旨在帮助您快速从新手成长为专家。每个章节都将介绍一个基本概念,并深入讲解其理论和实现方法。课程最后会通过几个案例研究来演示如何使用遗传算法解决实际问题。 大部分讲座都包含编码视频,逐步演示优化算法或问题的实现过程。课程还设有测验和练习,帮助您巩固所学理论知识。 **课程内容:** * 遗传算法的灵感来源 * 选择(适者生存) * 重组(交叉) * 变异 * 精英主义 * 实现 * 应用 **评价亮点:** * 超过200条五星好评。 * 讲师讲解风格幽默风趣,对课程有扎实的理解,使复杂问题变得易于解决。 * 课程内容精准,与现实世界问题紧密相关,讲师 Ali 充满活力且回复迅速。 * 课程为初学者设计得非常出色,从基础知识开始,循序渐进,难度逐渐增加。 **课程收益:** 加入超过1000名学生,开启您的优化之旅。课程提供30天内无理由全额退款保证。 **目标学员:** 任何对优化算法、机器学习、人工智能感兴趣的学习者。

课程评论(0条)

课程详情

This is an introductory course to the Genetic Algorithms. We will cover the most fundamental concepts in the area of nature-inspired Artificial Intelligence techniques. Obviously, the main focus will be on the Genetic Algorithm as the most well-regarded optimization algorithm in history. The Genetic Algorithm is a search method that can be easily applied to different applications including Machine Learning, Data Science, Neural Networks, and Deep Learning. With over 10 years of experience in this field, I have structured this course to take you from novice to expert in no time. Each section introduces one fundamental concept and takes you through the theory and implementation. The course is concluded by solving several case studies using the Genetic Algorithm. Most of the lectures come with coding videos. In such videos, the step-by-step process of implementing the optimization algorithms or problems are presented. We have also a number of quizzes and exercises to practice the theoretical knowledge covered in the lectures. Here is the list of topics covered:The inspiration of the Genetic Algorithm Selection or survival of the fittest Recombination or crossover Mutation Elitism Implementation Application I am proud of 200+ 5-star reviews. Some of the reviews are as follows: Femi said: "I really enjoyed the instructor style of explanation. He has a very solid understanding of the course and he made complex problems fun to solve."Abhay said: "I tread cautiously when am taking MOOCs, as most of the courses offered fall short of what they claim they have to offer, eventually ending up quitting the course after making, say, 10% progress. But this course is different, after completing almost 80% - 90% of the course, I can say with confidence, that this is one of the most worthy courses I have undertaken on the topic of GA. The course is precise, relevant to the real-world problems and Ali is quite an engaging and prompt instructor. Hell, even the Possums in Australia would double that."Ahmad said: "It was very nice experience. I think the course is designed very well for beginners like me because it starts with the basics. Then it gradually becomes more difficults. Overall it was a great course. Thanks Ali or Seyedali both of you:D:) if you know what I mean."Join 1000+ students and start your optimization journey with us. If you are in any way not satisfied, for any reason, you can get a full refund from Udemy within 30 days. No questions asked. But I am confident you won't need to. I stand behind this course 100% and am committed to help you along the way.

课程标签

0人关注该课程

主题相关的课程