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 system to do just that. In this talk, we will cover: - The challenges of controlling environments that are constantly changing. - The key role stakeholders play in machine learning projects. - The unique challenges faced in machine learning projects compared to traditional software development projects. - How Azure Machine Learning helped us achieve the project's goals. - 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.