At WarnerBros, we have decades of digital-native content in old standards - lower resolution, higher framerate, interlacing, etc. Bringing that content to modern expectations is currently a manual, labor-intensive process. We are using machine learning techniques as an alternative to that process, which will increase the breadth of content we can bring to streaming audiences by decreasing cost and turnaround time. Our in-development process executes multiple algorithms for each step (upres/frame-interpolation/interlacing) and measures the quality compared to a ground truth via objective algorithms.