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Keeping the right products on the shelves, in the right places, is essential to keeping customers happy. Products that aren't on shelves don't get sold! In this presentation we’ll show you how Tailwind Traders built a digital vision system that can observe shelves with a camera, automatically alerting store managers when shelves need restocking or reorganizing. Tailwind had a choice of using a prebuilt AI system with Azure's Cognitive Services, but we opted to create our own model instead using Azure Machine Learning. In this session, we'll show you how and why we made that decision, and also how we use the Azure Machine Learning system to experiment with different model types and optimize to find the best one.