Week4, Deep Neural Network, 7 - Test with your own image (optional/ungraded exercise)

The problem is that the training set here is just too small to give us a generalizable model that can handle arbitrary input images. So your experience is not unusual. Here’s a thread which talks about this in a bit more detail.