The objectives of the Data Science and Visualization course include enabling students to develop critical thinking in the different core areas of the course. In the area of Data Science, the aim is to train students in data collection, processing and analysis techniques, applying critical thinking to solve problems and make informed decisions. In the area of Data Visualization, the focus is on enabling students to create clear and effective visual representations of data, with the aim of communicating complex information in an understandable and impactful way, enabling the creation of Information Visualizations that allow the intended tasks to be carried out effectively and efficiently, relieving the cognitive burden associated with data interpretation. In addition, the course aims to develop skills in software engineering, artificial intelligence, project management, ethics and data security, preparing students to deal with various challenges in the field of data science and visualization. These skills will provide students with the necessary tools to act as competent and ethical professionals in a constantly evolving field such as Data Science and Visualization.