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Analysis of Machine Learning Models for Student Performance Prediction with a Focus on Algorithmic Bias Detection. In Proceedings of the 35th Brazilian Symposium on Computers in Education, November 04, 2024, Rio de Janeiro/RJ, Brasil. SBC, Porto Alegre, Brasil, 1442-1451. DOI: https://doi.org/10.5753/sbie.2024.241546.