It seems you are running into the same problem I have struggled with a couple days ago. My project was less ambitious, as I was working with only 2 categories instead of 20.
If you follow the link below, you will find the steps in went through to successfully load the images. In addition, I was also working in Colab, so hopefully, this will help.