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This presentation explores Predictive Maintenance (PdM) in aviation, emphasizing its definition, applications, and benefits. Key challenges in aircraft maintenance, such as unexpected failures and economic implications, are discussed. The N-CMAPSS dataset is introduced as a critical resource for simulating turbofan engine performance under varying conditions. Implementation strategies include MLOps, data architectures, and model pipelines for Remaining Useful Life (RUL) predictions....