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Industrial Motor Fault Detection System using a 1D-CNN with TensorFlow, SciPy, SKLearn, Numpy, Pandas. End-To-End classification from raw vibrational signals reducing computational overhead and faster inference times. Transfer learning implementation demonstrating promise for real world industrial applications.