2025. A Comparative Study of Optimization Algorithms in Deep Learning: SGD, Adam, And Beyond. International Journal of Computer Technology and Electronics Communication. 8, 4 (Jul. 2025), 11018–11021. DOI:https://doi.org/10.15680/IJCTECE.2025.0804003.