Genetic Algorithms in Python and MATLAB

TDM Genetic Algorithms in Python and MATLAB: A Practical and Hands-on Approach

Course Description: Dive into the fascinating world of Genetic Algorithms (GAs) with our comprehensive, hands-on course designed to take you from theoretical understanding to practical application in both Python and MATLAB. Join Dr. Mostapha Kalami Heris, an esteemed expert in computational intelligence, as he guides you through this journey.

What You'll Learn:

• The Fundamentals: Gain a solid foundation of Evolutionary Algorithms (EAs) and their role in optimization problems.
• Genetic Algorithms Explained: Understand the principles behind Binary Genetic Algorithms (BGA) and Real-coded Genetic Algorithms (RGA).
• Practical Implementation: Learn how to implement GAs from scratch using Python and MATLAB, line-by-line.

Course Structure:

• Theoretical Overview: 📚 Explore the theories behind EAs and GAs.
• Binary GA vs. Real-coded GA: 🔍 Compare two of the most common types of genetic algorithms.
• Core Components: ✅ Master the key components of GAs, including initialization, parent selection, crossover, mutation, sorting, and selection through hands-on examples.

Hands-On Experience:

• Scratch Implementations: 🛠️ Implement your own genetic algorithms in Python and MATLAB.
• Practical Examples: 👩‍💻 Work on real-world problems to solidify your understanding of GAs.
• Problem Solving: 🤔 Utilize genetic algorithms to solve optimization problems, turning theoretical knowledge into practical skills.

Course Features:

• Expert Instruction: 👩‍🏫 Learn from Dr. Mostapha Kalami Heris, with years of experience in the field.
• Step-by-Step Guidance: ➡️ Follow along with detailed video tutorials that take you through each step of the learning process.
• Code Examples: 🖥️ Receive clear and comprehensive code examples in both Python and MATLAB to reference and study.
• Interactive Challenges: 🎮 Put your skills to the test with interactive challenges that reinforce your knowledge.

Why Choose This Course?

• Comprehensive Coverage: We cover everything from the basics to advanced concepts, ensuring you have a complete understanding of GAs.
• Dual Language Support: 🛍️ Learn how to apply GAs using two of the most popular programming languages for computational tasks: Python and MATLAB.
• Real-World Applicability: Apply your newfound skills to solve real-world problems, making you a valuable asset in fields such as machine learning, optimization, and beyond.

Join Us and Transform Your Understanding of Genetic Algorithms Today! 🌟

Whether you're a data scientist, an engineer, or a student with an interest in computational intelligence, this course will equip you with the practical skills needed to harness the power of genetic algorithms. Don't miss out on this opportunity to master GAs and stand out in your field! Enroll now and start your journey towards becoming a genetic algorithm expert.