Abstract: In this talk, we will make a very fast trip through the fundamentals of Deep learning and Computer vision focusing on today's challenges and open questions in these fields. Following, we will review in short our current achievements in the field of Deep learning and Computer Vision. We will finish with an overview of our Medical and Biomedical applications: specially medical image analysis, omics data analysis, and nutrition and healthy habits monitoring by Artificial intelligence tools.