2026. A Comprehensive Review of Machine Learning Techniques for Facies Classification in Oil and Gas Exploration: Methods, Challenges, and Future Directions. Nigerian Journal of Operations Research. 3, 2 (May 2026), 145–160. DOI:https://doi.org/10.67868/cq8pt142.