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Ever walked around a museum and wondered how they keep those nice chilly temperatures around the building? No? Me neither! That is until I had to figure out how to build a machine learning model to do just that. This talk is the story of the challenges we found when dealing with environments that are constantly changing, the key role that stakeholders played in the project and the tools and processes that we used to achieve the project’s goals. We will also discuss some bumps on the road and what we learned from them. By the end of this talk, you will be able to apply the concepts and tools reviewed to tackle machine learning projects in your organization.