The development of this document is to approve the Final report on Advanced Data Science Capstone offers by Coursera, it explains all about the topics and the development on it. Currently COVID 19 (June 2020) is the biggest problem in the world, not only because of the impact but also the deaths, we are using the teach techniques for the selection of a models able to predict hte persons who has COVID with only his age, gender and previus ilnnesses.