Samuel, A. and Nosawaru Edegbe, G. 2025. A Systematic Review of Centralized and Decentralized Machine Learning Models: Security Concerns, Defenses and Future Directions. NIPES - Journal of Science and Technology Research. 6, 4 (Jan. 2025). DOI:https://doi.org/10.5281/zenodo.14681449.