课程描述
Introduction to Genetic Algorithms: Theory and Applications is the name of a training course in the field of genetic algorithm that teaches the main mechanism of this search technique as a detector or optimization search algorithm in MATLAB. The genetic algorithm is a method used in computer science that is used to find an approximate solution to optimize the model and search problems. This method can be applied to a variety of applications, including machine learning, data science, neural networks, and deep learning.
遗传算法简介：理论与应用是遗传算法领域的一门培训课程的名称，它教授这种搜索技术的主要机制，作为 MATLAB 中的检测器或优化搜索算法。遗传算法是计算机科学中使用的一种方法，用于寻找近似解来优化模型和搜索问题。这种方法可以应用于多种应用，包括机器学习、数据科学、神经网络和深度学习。
In this course, you will become familiar with the genetic algorithm and learn the most important concepts about artificial intelligence techniques. The main focus of this course is on the genetic algorithm method because it is the best optimization algorithm in computer science. By watching each video, you can see the step-by-step process of implementing the genetic algorithm and learn exactly how to solve problems.
在本课程中，您将熟悉遗传算法并学习有关人工智能技术的最重要概念。本课程的主要重点是遗传算法方法，因为它是计算机科学中最好的优化算法。通过观看每个视频，您可以看到实现遗传算法的分步过程，并准确了解如何解决问题。
Courses taught in this course:; 本课程讲授的课程：
- Use the genetic algorithm to solve optimization problems
- 使用遗传算法解决优化问题
- Edit and improve the genetic algorithm
- 编辑和改进遗传算法
- Genetic algorithm performance analysis
- 遗传算法性能分析
Introduction to Genetic Algorithms: Theory and Applications:; 遗传算法简介：理论与应用：
- English language
- 英语
- Duration: 7 hours and 5 minutes
- 时长：7 小时 5 分钟
- Number of lessons: 26
- 课时数：26
- Level of education: Medium
- 教育程度：中等
- Instructor: Prof. Seyedali Mirjalili
- 导师：Prof.塞耶达利·米尔贾利利
- File format: mp4
- 文件格式：mp4
Course topics; 课程主题
26 lectures 07:05:53
26 讲 07:05:53
Inspiration
1 lecture 19:00
灵感 1 讲 19:00
Gene Representation and Fitness Function
2 lectures 33:32
基因表示和适应度函数 2 个讲座 33:32
Selection
4 lectures 01:16:58
精选 4讲 01:16:58
Recombination (crossover)
3 lectures 59:27
重组（交叉）3讲59:27
Mutation
2 lectures 19:37
突变 2 讲座 19:37
Elitism
4 lectures 42:04
精英主义 4 讲 42:04
Implementation of the Genetic Algorithm
2 lectures 46:29
遗传算法的实现2讲46:29
Continuous version of the Genetic Algorithm
5 lectures 01:23:09
连续版遗传算法5讲 01:23:09
Applications of the Genetic Algorithm
2 lectures 43:57
遗传算法的应用 2 讲座 43:57
Bonus Video
1 lecture 01:40
奖励视频 1 节课 01:40
Course prerequisites; 课程先决条件
- Be familiar with the basics of programming
- 熟悉编程的基础知识
- Be familiar with Matlab programming language
- 熟悉Matlab编程语言
Pictures; 图片
Sample movie; 样片
Installation guide; 安装指南
After Extract, view with your favorite Player.
Extract 后，用您最喜欢的播放器观看。
English subtitle
英文字幕
Quality: 720p
画质：720p
