You can visualize high dimensional data using t-SNE. This t-SNE implementation code uses TSNE from scikit-learn and it might take a little bit long time to generate the image. This code can be easily applied to other datasets such as CIFAR10, CIFAR100, etc.
python3 main.py
This example image is generated by ImageNet pretrained ResNet18 on STL10 dataset.