Cuda out of memory

You should use Google Cloud ideally as it comes with free credits and a faster GPU also else you will have to wait for a longer time for an epoch to finish (easy to setup also, just follow the docs for that) and currently your GPU will be a bottleneck for later stages in the course,
So you should really get up GCP running!

Here’s Jeremy’s post