Model Evaluation
Robustness
The ability of a model to maintain performance despite variations in input data or conditions.
Expanded definition
Robustness refers to a model's resilience to changes, noise, or unexpected inputs. A robust model performs reliably across a range of scenarios, minimizing the risk of failure when faced with real-world complexities. Ensuring robustness involves techniques like adversarial training, regularization, and extensive validation on diverse datasets, which help to prepare the model for various conditions it may encounter in practice.
Related terms
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