Answer
When working with Image Classification, start with a clear goal, test on real data early, keep the approach as simple as possible at first, and follow established practices from the AI community rather than guessing.
Real-world example A wildlife app uses image classification to identify whether a photo shows a lion, elephant, or zebra.