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Machine Audio Classifier (SVM)

SVM (RBF kernel) trained on MFCC + Mel spectrogram features for machine sound classification.

Files

  • svm_model.pkl โ€” trained SVM model
  • scaler.pkl โ€” StandardScaler fitted on training data

Features

  • 78-dim MFCC stats (mean/std of static + delta + delta-delta)
  • 80-dim Mel stats (mean/std of 40 mel bins)
  • Total: 158-dimensional feature vector

Preprocessing

  • Sample rate: 16000 Hz
  • Duration: 9.0 seconds
  • RMS normalized
  • n_fft=1024, hop_length=512, n_mels=40, n_mfcc=13
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