What are genetic algorithms and how are they used in AI?

What are genetic algorithms and how are they used in AI?

Genetic algorithms are optimization techniques inspired by natural selection. They are used in AI to solve complex problems by evolving solutions over generations.

Can you explain how the selection process works in genetic algorithms?

Sure! In genetic algorithms, the selection process involves choosing the fittest individuals from a population to create offspring. This is often done using methods like roulette wheel selection or tournament selection.

What are some real-world applications of genetic algorithms?

Genetic algorithms are used in various fields, including engineering design, financial modeling, and even game development, to optimize solutions.

How do genetic algorithms compare to other optimization techniques?

Genetic algorithms are particularly useful for complex, multi-dimensional problems where traditional methods may struggle. They can explore a larger solution space but may require more computational resources.