My main issues are that if you're using the serving functionality, the containers it builds take a long time to start because the environment/dependencies are loaded at runtime instead of being baked into the image. Also, it doesn't have the ability to use a db or remote file store to save experiment info, so you need to use EBS volumes or something for persistence.