Projects of machine learning are becoming more common, and proper project management methods and techniques are required to assure project success. To guarantee a good end, these initiatives must be well managed and the success criteria must be understood. Project management (PM) is a profession that has arisen to guarantee that project goals are realized by the use of project-specific knowledge, tools, and procedures. The purpose of this paper is to analyze rooftop detections using satellite images, under the supervision of Occupy AI, the company responsible for the project. The methodologies used in the paper are SCRUM and lean software development to help label the data given using Label Studio.