Netherlands
Communication-efficient distributed learning. Our PowerSGD algorithm was used to train DALL-E and is now part of PyTorch.
We collaborated with Pixar, the Walt Disney Animation studios and ILM to bring my Master's thesis research into production. We used deep learning to speed up render times by 4x. The technology has been used in over 20 movies, lead to two SIGGRAPH papers and 8 awarded patents, and is now productised as part of Pixar's RenderMan 25.
We investigated using optimization insights to automate parts of the data generation process in Machine Learning pipelines.