Genetic Algorithms & Neural Networks: Java, AI

سرفصل های دوره

Genetic Algorithms, Neural Networks, AI, Neuro-Evolution, Java

1. Introduction

1. Introduction

2. Neuro-Evolution

2. Foundations of Genetic Algorithms

1. Introduction to Genetic Algorithms

2. Core Principles of Genetic Algorithms

3. Genetic Algorithm Architecture

4. Parent Selection in Genetic Algorithms

5. Genetic Algorithms The Crossover Process

6. The Mutation Process in Genetic Evolution

7. Survivor Selection in Genetic Algorithms

8. Pros and Cons of Genetic Algorithms

3. Hands-On with Genetic Algorithms

1. Setting Up Your Genetic Algorithm Environment

2.1 lesson1.zip

2. Hello World of Genetic Algorithms Binary String Optimization 1

3. Hello World of Genetic Algorithms Binary String Optimization 2

4. Genetic Algorithms The Role of Population Size

5.1 lesson2.zip

5. Applying Genetic Algorithms to the Traveling Salesman Problem 1

6. Applying Genetic Algorithms to the Traveling Salesman Problem 2

7.1 lesson3.zip

7. Solving Sudoku with Genetic Algorithms 1

8.1 customcrossover.zip

8.2 custommutator.zip

8.3 parentcustom.zip

8. Solving Sudoku with Genetic Algorithms 2 (Customize GA Operators)

9.1 lesson4.zip

9. Optimizing Functions Using Genetic Algorithms

4. Fundamentals of Neural Networks

1. Fundamentals of Neural Networks

5. Hands-On with Genetic Algorithms and Neural Networks

1.1 lesson5.zip

1.2 myfirstnet.zip

1. Digit Recognition with Neural Networks Building and Training

2.1 lesson6.zip

2. Digit Recognition Training Neural Networks with Genetic Algorithms

6. Neuro-evolution in Action Evolving the Snake Game

1. Snake Game - Overview

2. Creating a Neural Network for the Snake Game

3.1 playsnake.zip

3.2 snakefitness.zip

3.3 snakega.zip

3.4 testsnake.zip

3.5 world.zip

3.6 worldgui.zip

3. Foundational Helper Classes Simplifying Your Project Workflow

4.1 snakega.zip

4. Setting Up the Genetic Algorithm for the Snake Game

5.1 snakefitness.zip

5. Designing the Fitness Function for the Snake Game

6.1 playsnake.zip

6.2 snakefitness.zip

6.3 snakega.zip

6.4 testsnake.zip

6.5 world.zip

6.6 worldgui.zip

6. Tracking Snake Evolution and Performance

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تولید کننده: Udemy