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**Problem Statement ** Design and Implement your own Evolutionary algorithm for solving 8 queens problems. **Algorithm ** Used Evolutionary Algorithm to find the 8 queens problem. Population is initialized with a random unique number between 1 to 8. High quality parents are selected for crossover. Here lower checks count is considered as high quality parent. We used Partially Mapped Crossover and Swap mutate. Once the children are created we add them with the parents and low quality parents are removed from the list. Same process is repeated unit we get a high quality ( number of checks zero ) or if its reaches 10k iterations