The adoption of big data, machine learning, and simulation software in biology and drug discovery have allowed for rapid progress in these fields. So far these technologies have aided discoveries, but can they eventually replace human effort and experiments? We are inviting a panel of experts at the forefront of these technologies to answer this titular question, and evaluate the role of computers in the future of biology and medicine.