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Is 148_1000.jpg a prototypical example of its class, or is it an outlier?

Summary of how individual data point audits can lead to more robust AI models. 148_1000.jpg

Recommendations for automated "cleaning" of datasets based on high-loss samples. Is 148_1000

Generating Grad-CAM visualizations to identify which pixels the model focuses on when classifying this specific image. 3. Results & Discussion 148_1000.jpg

(e.g., An animal, a vehicle, a medical scan?)

To investigate the representational value of specific data points within the broader training set. 2. Methodology