The objective of this project is to present a design proposal for creating a technological platform that allows the integration of various Machine Learning (ML) algorithms. Its development will be based on a literature review to identify the most common algorithms addressed in this field over the past years. The proposal is divided into several sections. In the first one, the research problem, objectives, and justification are presented. In the following sections, the framework or state of the art and the research methodology are presented. In section four, a performance comparison is carried out among the five selected algorithms for this case study. In section five, the platform design is developed, including system specifications and components. Finally, in sections six and seven, the conclusions are presented along with potential future work that could arise from this study.