Using fast.ai to retrain some layers of resnet, after collecting and organizing the data, might take you ~2 minutes to train. I just trained one to differentiate between Coke, Diet Coke, Dr. Pepper, and Sprite. From beginning to end (excluding the time to learn on fast.ai and get it set up) it took 2 hours. Collecting the photos from Google's image search took most of my time.