Tag: Machine Learning
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RUL Prediction: Classical ML vs LSTM Training Guide
Random Forest beat LSTM by 12% MAE in offline testsโbut LSTMs won in streaming inference. Here's the benchmark data and when to use each.
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Feature Engineering for Predictive Maintenance: Health Indicators
Extract FFT peaks, RMS trends, and thermal gradients from vibration data for RUL predictionโfeatures that beat raw signals by 40% accuracy.