diff --git a/README.md b/README.md
index c4343303bd4ecff7bec75537a6f340f9951b1365..439d30bbdbd09192d82710626cc0692f1ffc565b 100644
--- a/README.md
+++ b/README.md
@@ -22,7 +22,14 @@ https://medium.com/pytorch/pytorch-data-parallel-best-practices-on-google-cloud-
         - [Parallel data processing](#parallel-data-processing)
         - [Launching the processes](#launching-the-processes)
         - [Job submission](#job-submission)
+        - [Interactive use](#interactive-use)
         - [Warnings upon PyTorch Distributed initialization](#warnings-upon-pytorch-distributed-initialization)
+        - [File system problems](#file-system-problems)
+            - [Cache directories](#cache-directories)
+            - [`venv` directories](#venv-directories)
+        - [GPU kernel compilation](#gpu-kernel-compilation)
+            - [GPU architecture selection](#gpu-architecture-selection)
+            - [Kernels not being compiled](#kernels-not-being-compiled)
         - [PyTorch Lightning](#pytorch-lightning)
         - [Advanced PyTorch Distributed debugging](#advanced-pytorch-distributed-debugging)
     - [DDP](#ddp)