Can‘t really answer your question, but the dot in the path is a little ‚bug‘ in fastai I think. Had the same thing here, you can resolve it by stripping the last dir from the path and additionally specifying the folder=“dir” parameter, then it works. That thread is about cnn regression by the way, so you can probably use that or the head-pose notebook from the lessons as a starting point…