Silva, F. and De Lucca Filho, J. 2025. OPTIMIZATION OF INDUSTRIAL MAINTENANCE: Use of Machine Learning in effective predictive maintenance: Uso do Machine Learning em manutenções preditivas eficazes. Revista Interface Tecnológica. 22, 2 (Dec. 2025), 156–167. DOI:https://doi.org/10.31510/infa.v22i2.2312.