Udemy

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English

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Data Science

Category

Artificial Intelligence #7 : Genetic Algorithm Optimization

Learn how to solve optimization problem using Genetic Algorithm Optimization Method

2.45 (20 reviews)

Artificial Intelligence #7 : Genetic Algorithm Optimization

Students

1.5 hours

Content

Nov 2018

Last Update
Regular Price


What you will learn

You'll know the ideas behind Genetic Algorithm.

You'll learn basic Genetic Algorithm operators.

You'll know how mutation works in Genetic Algorithm.

You'll learn how cross over operator works in Genetic Algorithm.

You'll know how to optimize simple functions.

You'll know how to find optimum point for complicated Trigonometric functions.

You'll learn how to solve well known problems like Travelling Salesman Problem (TSP).


Description

Do you like to know  the basic theory behind Genetic Algorithm Optimization Method?

Do you like to learn how to solve optimization problems like Min/Max finding  with Genetic Algorithm Optimization Method?

Do you like to know how to solve Travelling Salesman Problem (TSP) with a few lines of codes an Genetic Algorithm?

If you say Yes so read more ...


In computer science and operations research, a genetic algorithm (GA) is a meta heuristic inspired by the process of natural selection that belongs to the larger class of evolutionary algorithms (EA). Genetic algorithms are commonly used to generate high-quality solutions to optimization and search problems by relying on bio-inspired operators such as mutation, crossover and selection.


In this course I want to learn you theory behind Genetic Algorithm Optimization Method. You'll learn basic genetic operators like mutation crossover and selection and how they are work.

Then we go further you will learn how to use python and deap library to solve optimization problem and find Min/Max points for your desired functions.

In the 1st section you'll learn theory of Genetic Algorithm Optimization Method

In the 2nd section you'll know how to use python and deap to optimize simple function precisely.

In the 3rd section you'll learn how to use python and deap to find optimum point of complicated Trigonometric function

In the 4th section you'll know how to use python and deap to solve  Travelling Salesman Problem (TSP) accurately.

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Important information before you enroll:

  • In case you find the course useless for your career, don't forget you are covered by a 30 day money back guarantee, full refund, no questions asked!

  • Once enrolled, you have unlimited, lifetime access to the course!

  • You will have instant and free access to any updates I'll add to the course.

  • You will give you my full support regarding any issues or suggestions related to the course.

  • Check out the curriculum and FREE PREVIEW lectures for a quick insight.

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It's time to take Action!

Click the "Take This Course" button at the top right now!

...Don't waste time! Every second of every day is valuable...

I can't wait to see you in the course!

Best Regrads,

Sobhan


Content

Introduction

Introduction

Required Softwares and Libraries

Genetic Algorithm Optimization Method

Genetic Algorithm Optimization Method Theory

Optimize simple function by GA using deap library and python

Optimize simple function by GA using deap library and python - Part 1

Optimize simple function by GA using deap library and python - Part 2

Optimize simple function by GA using deap library and python - Part 3

Optimize simple function by GA using deap library and python - Part 4

Optimize simple function by GA using deap library and python - Source Code

Find optimum point of complicated Trigonometric function

Find optimum point of complicated Trigonometric function - Part 1

Find optimum point of complicated Trigonometric function - Part 2

Find optimum point of complicated Trigonometric function - Part 3

Find optimum point of complicated Trigonometric function - Part 4

Find optimum point of complicated Trigonometric function - Source Code

Solve well know optimization problem "Traveling Salesman Problem" using GA

Solve well know optimization problem "Traveling Salesman Problem" using GA Part1

Solve well know optimization problem "Traveling Salesman Problem" using GA Part2

Solve well know optimization problem "Traveling Salesman Problem" using GA Part3

Solve well know optimization problem "Traveling Salesman Problem" using GA Part4

Solve well know optimization problem "Traveling Salesman Problem" using GA Sourc


Reviews

E
Emmanuel1 April 2021

Hi, thank you for the lectures. However, I want to say that this course have not helped me much. I wanted to learn this course and apply the GA algorithm to my neural network regression problem. I wish you can show how the GA can be used to optimize regression and classification problems. Also, it will be great if you can include notebooks with comments for code along. That is a better way to learn and follow the lectures rather than just sitting there and watch you do the coding. Cheers

T
Tharindu13 July 2019

This course is amazing and above my expectations! Very good exercises, good speed, well communicated. The instructor made me feel very comfortable and was able to take many things away. Excellent content and very knowledgeable instructor!

F
Fred25 September 2018

An Excellent Course! A great course about genetic algorithm and how to use it for solving optimization problems. tnx


1896038

Udemy ID

9/5/2018

Course created date

11/21/2019

Course Indexed date
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