diff --git a/docs/_config.yaml b/docs/_config.yaml
index 25e6133..5f88221 100644
--- a/docs/_config.yaml
+++ b/docs/_config.yaml
@@ -11,5 +11,7 @@ navigation:
     url: runningApplication
   - title: Extras
     url: extras
+  - title: Running Federated Training
+    url: fl
   - title: ITCR Connectivity
     url: itcr_connectivity
\ No newline at end of file
diff --git a/docs/fl.md b/docs/fl.md
new file mode 100644
index 0000000..4806535
--- /dev/null
+++ b/docs/fl.md
@@ -0,0 +1,3 @@
+# Running Training
+
+This guide assumes you finished preparing your dataset and reached [this step](https://docs.google.com/document/d/1731zXXb6ZRe6Nx5wnKBHZOdfEoTiTMAq/edit#heading=h.w0nnera5osyy). To start training, please follow the following steps: