Genetic algorithmsGenetic algorithms are optimization algorithms inspired by natural selection. They use a population of potential solutions and evolve them over generations through selection, crossover, and mutation operations to find optimal or near-optimal solutions to complex problems. are optimization algorithms inspired by natural selection. They use a population of potential solutions and evolve them over generations through selection, crossover, and mutation operations to find optimal or near-optimal solutions to complex problems.