MACHINE LEARNING BERKELEY Nice results! Ours-JFT Ours-JFT Ours-121k BiT-L Noisy Student (ViT-H/14) (ViT-L/16) (ViT-L/16) (ResNet152x4) (EfficientNet-L2) ImageNet 88.55±0.04 87.76±0.03 85.30±0.02 87.54±0.02 88.4/88.5* ImageNet ReaL 90.72±0.05 90.54±0.03 88.62±0.05 90.54 90.55 CIFAR-10 99.50±0.06 99.42±0.03 99.15±0.03 99.37±0.06 CIFAR-100 94.55±0.04 93.90±0.05 93.25±0.05 93.51±0.08 Oxford-IIIT Pets 97.56±0.03 97.32±0.11 94.67±0.15 96.62±0.23 Oxford Flowers-102 99.68±0.02 99.74±0.00 99.61±0.02 99.63±0.03 VTAB (19 tasks) 77.63±0.23 76.28±0.46 72.72±0.21 76.29±1.70 TPUv3-core-days 2.5k 0.68k 0.23k 9.9k 12.3kNice results!