AlexNet's real breakthrough was not computer vision but the discovery of a universal function approximator that can learn any function.

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• Atlas is the first model to unify pixel generation and pixel reconstruction, two tracks computer vision has kept apart for over half a century. FLFei-Fei Li4 Sept 2026computer vision
• Hinton's prediction that radiology would stop being a job was wrong: radiologists are alive, well and growing in number. AKAndrej Karpathy17 Oct 2025computer vision
• ImageNet is much larger in scale and diversity and more accurate than existing image datasets. FLFei-Fei Li1 Jun 2009computer vision
• ImageNet's scale, accuracy, diversity and hierarchy could offer unparalleled opportunities to computer vision researchers. FLFei-Fei Li1 Jun 2009computer vision
• Predictions that AI would eliminate radiology jobs were wrong; radiology is growing. AKAndrej Karpathy25 Sept 2025computer vision

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