Did you find a solution? Well, of course yours might be different from mine but let me show you what I did in the case of the cat my model thought was a dog. So let's go back to the notebook, and we'll run the code. I'll upload this image to see how it classifies. It's a crop of the cats, and lo and behold, it classifies as a cat. Let's open it, and compare it to the original image, and we'll see that just by cropping I was able to get it to change its classification. There must have been something in the uncropped image that matched features with a dog. Now I thought that was a very interesting experiment, didn't you? Now what do you think the impact of cropping might've had on training? Would that have trained the model to show that this was a cat better than an uncropped image. That's food for thought, and something to explore in the next lesson but first let's go back to the workbook.