Humanoid Task Failure Classifier (HTFC)

Objective

Predict task success or failure based on execution parameters.

Model Type

Gradient Boosted Tree Classifier

Input

  • object_weight_kg
  • movement_distance_m
  • execution_time_s
  • joint_temperature_avg
  • vibration_index

Output

  • task_success_probability
  • predicted_label

Evaluation

  • Accuracy
  • F1 Score
  • ROC-AUC

Deployment

Industrial task reliability monitoring.

License

MIT

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