Tahir, M.R., Nazir, N., Ishaq, K. and Shakeel Ahmed 2025. A Data-Driven Review of Machine Learning Techniques for E-commerce Product Recommendation Systems. International Journal of Innovations in Science & Technology. 7, 3 (Jul. 2025), 1475–1494.