How to create products that rely on machine learning

Creating products that rely on technologies such as machine learning comes with different considerations, risks and constraints than normal products. You're really excited about the new project at work. You are working with a team of your company's strongest engineers and scientists to develop a cool new product, which at its core is using a bespoke machine learning approach to deliver the outcomes. To make it concrete it could be a tool determining when to restock your retail stores and automatically planning the truck transportation, or it could be a new app helping your customers preview how your furniture would look in their home before buying, an automated fault-inspection system for your company's production line or something completely different. Everybody starts working on the project.