Artificial Intelligence: Optimization Algorithms in Python

Learn how to build optimization algorithms from the ground up!
4.37 (277 reviews)
Udemy
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Artificial Intelligence: Optimization Algorithms in Python
2 310
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7 hours
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Jan 2025
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$19.99
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Why take this course?


Artificial Intelligence: Optimization Algorithms in Python

Unlock the Secrets of Building Efficient AI Solutions with Hands-On Learning!

Are you intrigued by the idea of an "optimal world"? One where efficiency, harmony, and sustainability thrive? In the realm of Artificial Intelligence (AI), optimization algorithms are the keys to unlocking such possibilities. They're not just a set of tools; they're the brain behind making complex systems work smarter, not harder.

🚀 Course Overview:

In this comprehensive course, you'll dive deep into the world of Artificial Intelligence: Optimization Algorithms in Python. You'll learn the intricacies of optimization algorithms by building them from scratch! This isn't just about understanding what these algorithms do; it's about seeing their power unfold through real-world applications.

🎓 What You'll Learn:

  • The Core of Optimization: Understand the logic and mathematics that drive optimization algorithms.
  • Real-World Applications: Engage with two practical case studies that bring the learning to life.
  • Business Insights: Discover how these algorithms can be leveraged in everyday business practices.
  • Machine Learning Mastery: Learn how optimization algorithms can lead to machine learning models that improve over time.

🛠️ Hands-On Experience with Key Algorithms:

This course will introduce you to four powerful optimization techniques:

  • Random Search 🎲
  • Hill Climb 🗻
  • Simulated Annealing 🔥
  • Genetic Algorithms 🧬

🌍 Two Engaging Case Studies:

  1. Travel Planning Optimization: Help six friends find the best travel plan from a set of flights using optimization algorithms.
  2. Dorm Room Allocation: Assist university administrators in efficiently allocating dorm rooms to new students using optimization strategies.

👩‍💻 Why This Course?

  • Practical Knowledge: By working directly with Python, you'll not only understand the algorithms conceptually but also be able to implement them.
  • Problem Solving Skills: Learn to approach and solve complex problems with AI optimization techniques.
  • Real Impact: Apply your newfound skills to make tangible improvements in planning and allocation problems.

🎓 Who Is This Course For?

This course is ideal for:

  • Data Scientists eager to expand their knowledge beyond pre-built libraries.
  • AI Enthusiasts who want to understand the mechanics behind optimization algorithms.
  • Python Programmers looking to add AI and optimization skills to their repertoire.
  • Students and professionals in fields like logistics, operations research, and management sciences.

🚀 Ready to Embark on Your Optimization Journey?

Join us now, and transform the way you think about artificial intelligence and problem-solving. With "Artificial Intelligence: Optimization Algorithms in Python," you'll build a robust foundation in AI optimization that will serve you for years to come!


Enroll today and take the first step towards mastering optimization algorithms with Python. Let's shape a smarter, more efficient future together! 🚀📚✨

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3331128
udemy ID
14/07/2020
course created date
15/08/2020
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