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What Krrish demonstrated

Built a compact rolling-bearing fault detector end to end: visualized vibration snapshots, identified impulsive fault behavior with kurtosis, trained a depth-capped decision tree on training bearings only, and evaluated it on a held-out set with catch-rate and false-alarm rate. The candidate also defended an alarm threshold using concrete maintenance costs and localized the fault to the outer race from BPFO.

  • Leakage-Free Model Training
  • Honest Held-Out Evaluation
  • Physics-Based Fault Localization

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