diff --git a/docs/index.md b/docs/index.md index aef2d193..721bd042 100644 --- a/docs/index.md +++ b/docs/index.md @@ -1,10 +1,10 @@ # PYTORCH-LIGHTNING DOCUMENTATION ###### Quick start -- Model interface -- Trainer set up +- Define a lightning model +- Set up the trainer -###### Examples +###### Quick start examples - CPU example - Single GPU example - Multi-gpu example @@ -20,10 +20,22 @@ - Model saving - Model loading -###### Mixed precision training -- 16-bit mixed precision - ###### Computing cluster (SLURM) - Automatic checkpointing - Automatic saving, loading -- Walltime auto-resubmit \ No newline at end of file +- Walltime auto-resubmit + +###### Common training use cases +- 16-bit mixed precision +- Accumulate gradients +- Check val many times during 1 training epoch +- Check GPU usage +- Check validation every n epochs +- Check which gradients are nan +- Inspect gradient norms +- Learning rate annealing +- Make model overfit on subset of data +- Min, max epochs +- Multiple optimizers (like GANs) +- Run a sanity check of model val and tng step +- Set how much of the tng, val, test sets to check (1-100%)