Dr. Pradeep Laxkar and Dr. Nilesh Jain 2025. A Review of Scalable Machine Learning Architectures in Cloud Environments: Challenges and Innovations. International Journal of Scientific Research in Computer Science, Engineering and Information Technology. 11, 2 (Apr. 2025), 2907–2916. DOI:https://doi.org/10.32628/CSEIT25112764.