Based on inputs in this thread, I wrote a blog post here for denoising using RNNs in PyTorch. I feel it could be a useful example to add to the documentation.
https://nipunbatra.github.io/blog/2018/denoising.html 49
Pinginng @smth,  @apaszke and team.
Happy to improve the post and get your feedback.