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.