Genetic Algorithm Concepts and Working

Genetic Algorithm Concepts and Working
4.68 (77 reviews)
Udemy
platform
English
language
Data Science
category
instructor
Genetic Algorithm Concepts and Working
388
students
3.5 hours
content
Jan 2025
last update
$29.99
regular price

Why take this course?


**Unlock the Mysteries of Nature with Genetic Algorithm Concepts and Working - Your Guide to Evolutionary Optimization!

Are you ready to embark on a journey through the intriguing world of Genetic Algorithms (GAs)? This course, led by the esteemed Dr. Deeba K., will take you from the foundational principles to the practical applications of one of nature's most powerful optimization techniques. 🍃🚀

Course Overview:

Genetic Algorithm Concepts and Working is a comprehensive exploration of this natural problem-solving powerhouse. Learn how GAs mimic the process of natural selection to find solutions to complex problems where traditional methods fall short.

What You'll Discover:

  • 🕰️ Historic Roots: Trace the evolutionary journey of GAs from John Holland's pioneering work in the 1960s, inspired by Charles Darwin's theories.
  • 🧠 Core Principles: Understand the "Survival of the Fittest" concept and how it underpins the algorithms' performance.
  • ⚔️ Algorithmic Steps: Dive into the iterative process of GA, from random selection to fitness evaluation, crossover, mutation, and termination.

Course Structure:

  1. Module 1: Introduction, History & Terminologies 📚

    • Get acquainted with the origins and the foundational terms of Genetic Algorithms.
  2. Module 2: Working of Genetic Algorithm with an Example 🎬

    • Witness a real-world example that brings the theory to life.
  3. Module 3: Types of Encoding, Selection, Crossover & Mutation Methods 🔬

    • Explore the various techniques used in GAs and learn how each contributes to the algorithm's robustness.
  4. Module 4: Coding and Applications of Genetic Algorithm 🌐

    • Discover the vast applications of GAs across different domains, from optimization problems to complex systems modeling.

Why Take This Course?

  • Expert Guidance: Learn from Dr. Deeba K., an expert in the field.
  • Practical Insights: Translate concepts into real-world problem-solving skills.
  • Flexible Learning: Access the course materials at your own pace, wherever you are.
  • Community Engagement: Join a community of learners and share insights with peers.

Key Takeaways:

  • Master the Genetic Algorithm framework.
  • Understand how to apply GAs to solve complex problems.
  • Learn best practices for encoding, selection, crossover, and mutation.
  • Gain knowledge of real-world applications, from scheduling to machine learning.

Ready to Evolve Your Problem-Solving Skills?

Enroll now in "Genetic Algorithm Concepts and Working" and unlock the potential of evolutionary algorithms. 🌟


Happy Learning and let the journey through the world of Genetic Algorithms begin! 🎓✨

Course Gallery

Genetic Algorithm Concepts and Working – Screenshot 1
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Related Topics

4650722
udemy ID
20/04/2022
course created date
22/08/2022
course indexed date
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