Artificial Intelligence (AI), which mimics human cognitive functioning, has revolutionized many industries, including medicine. Advances in technology, including increased computational power, more efficient hardware, and the development of deep learning algorithms, have led to several AI applications in endoscopy. This work presents the results of the Automatic Disease Detection system created with the Azure Cognitive Services as the practical application of Machine Learning with Cloud Computing.