Some improvements to our solution would include adding additional images to the happy and sad groups. To do this, you can create a new ZIP file with new and additional images and upload it to IBM Watson Studio (in the same fashion as we did earlier in this chapter), upload the file, and drop the new ZIP file into the respective class. Watson will add the new images (and not overwrite what's already been defined):