In the past decade Deep Learning, Machine Learning, and Computer Vision has progressed with leaps and strides, to the extent that these technologies can be readily used in practice in many applications. One of the most prominent applications is health and oncology. Cancer is the second most frequent cause of death worldwide. The time is ripe to combine the power of Deep Machine Learning, Computer Vision, and pristine Oncological knowledge and data for an application with tremendous impact: battling cancer with adaptive radiotherapy.