148_1000.jpg < REAL · CHOICE >

The rise of deep learning relies on massive datasets where individual image quality and annotation accuracy are often assumed rather than verified.

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

Using a pre-trained ResNet-50 or Vision Transformer (ViT) to extract the embedding vector for 148_1000.jpg . The rise of deep learning relies on massive

Testing how minor augmentations (rotations, color jitters) to this image change the model's confidence. 4. Conclusion 148_1000.jpg

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

(e.g., Computer Science, Art History, or Forensics?)