Theory and Applications 2020-2 – Downloadly
Description
Introduction to Genetic Algorithms: Theory and Applications is the name of a training course in the field of genetic algorithms that teaches the main mechanism of this search technique as a detector or optimization search algorithm in MATLAB. The genetic algorithm is a computer science method that is used to find an approximate solution to optimize model and search problems. This method can be applied to a variety of applications including machine learning, data science, neural networks, and deep learning.
In this course, you will get acquainted with the genetic algorithm and learn the key concepts related to artificial intelligence techniques. The focus of this course is on the genetic algorithm method as it is the best optimization algorithm in computer science. By watching each video, you can follow the step-by-step process of implementing the genetic algorithm and learn exactly how to solve problems.
Courses taught in this course:
- Use genetic algorithm to solve optimization problems
- Edit and improve the genetic algorithm
- Analysis of the performance of genetic algorithms
Introduction to Genetic Algorithms: Theory and Applications:
- English language
- Duration: 7 hours and 5 minutes
- Number of lessons: 26
- Education level: Medium
- Lecturer: Prof. Seyedali Mirjalili
- File format: mp4
Course topics
26 lectures 07:05:53
inspiration
1 lecture 7:00 p.m
Gene representation and fitness function
2 lectures 33:32
Selection
4 lectures 01:16:58
Recombination (crossover)
3 lectures 59:27
mutation
2 lectures 19:37
Elitism
4 lectures 42:04
Implementation of genetic algorithm
2 lectures 46:29
Continuous version of the genetic algorithm
5 lectures 01:23:09
Applications of Genetic Algorithm
2 lectures 43:57
Bonus video
1 lecture 01:40
Course requirements
- Familiarize yourself with the basics of programming
- Familiarize yourself with the Matlab programming language
Pictures
Example film
installation Guide
After extracting, you can watch it with your favorite player.
English subtitles
Quality: 720p
Download link
File password(s): www.downloadly.ir
Size
7.31GB