Descriptions
Artificial Intelligence: Optimization Algorithms in Python. What would an “optimal world” look like for you? Would people get along better? Will transport work faster? Will we take better care of the environment? Many data scientists prefer to optimize their work using ready-made machine learning libraries. But we believe that this kind of plug-and-play training hinders your learning. That’s why this course will help you build an optimization algorithm from scratch. In the Artificial Intelligence: Optimization Algorithms in Python course, you will learn all the logic and mathematics of optimization algorithms. With two practical examples, you’ll also learn how to apply them to solve real-life problems. In the first example, we are optimizing travel plans for six friends who want to fly out of the same airport. In the second example, we are optimizing the way the university administration allocates dorm rooms to new students. Along the way, we will learn what optimization algorithms are. We will learn how they can be applied in everyday business practice. And we will see how they can learn on their own.
What will you learn
- Learn the theory and implement optimization algorithms from scratch to solve real-world problems.
- Step-by-step implement the following algorithms in Python: random search, hill climbing, simulated annealing, and genetic algorithms.
- Solve real-world problems of optimizing flight calendars and optimizing dorm rooms (resources are limited).
- Implement optimization algorithms using predefined libraries.
Who is this course for?
- Beginners starting to learn artificial intelligence
- People interested in the theory of optimization algorithms
- Undergraduate students studying subjects related to artificial intelligence.
- People who are interested in solving real problems using optimization algorithms
- For everyone interested in artificial intelligence
Specifics of artificial intelligence: optimization algorithms in Python
Content for 2024-3
Requirements
- Programming logic (if, while and for statements)
- Basic Python Programming
- No prior knowledge of artificial intelligence.
Images
Sample clip
Installation instructions
Extract the files and watch on your favorite player
Subtitles: English
Quality: 720p
Download links
Password file(s): free download software
file size
2.28 GB