Derikvand, T. 2025. Determining the Optimal Neural Network Architecture and Parameters: A Comprehensive Review and Practical Manual for Data Scientists. International Journal of Operations Research and Artificial Intelligence . 1, 3 (Sep. 2025), 139–147. DOI:https://doi.org/10.48314/ijorai.v1i3.73.