diff --git a/units/en/_toctree.yml b/units/en/_toctree.yml
index 21d4d59..b0bc547 100644
--- a/units/en/_toctree.yml
+++ b/units/en/_toctree.yml
@@ -110,8 +110,11 @@
title: Optuna
- local: unitbonus2/hands-on
title: Hands-on
-- title: What's next? New Units Publishing Schedule
+- title: Certification and congratulations
sections:
- - local: communication/publishing-schedule
- title: Publishing Schedule
-
+ - local: communication/conclusion
+ title: Congratulations
+ - local: communication/certification
+ title: Get your certificate of completion
+ - local: communication/whats-next
+ title: What can you do from here
diff --git a/units/en/communication/certification.mdx b/units/en/communication/certification.mdx
new file mode 100644
index 0000000..a5f58c8
--- /dev/null
+++ b/units/en/communication/certification.mdx
@@ -0,0 +1 @@
+# The certification process
diff --git a/units/en/communication/conclusion.mdx b/units/en/communication/conclusion.mdx
new file mode 100644
index 0000000..2f6b6e3
--- /dev/null
+++ b/units/en/communication/conclusion.mdx
@@ -0,0 +1 @@
+# Conclusion
diff --git a/units/en/communication/publishing-schedule.mdx b/units/en/communication/publishing-schedule.mdx
deleted file mode 100644
index c4fa7a7..0000000
--- a/units/en/communication/publishing-schedule.mdx
+++ /dev/null
@@ -1,13 +0,0 @@
-# Publishing Schedule [[publishing-schedule]]
-
-We publish a **new unit every Tuesday**.
-
-If you don't want to miss any of the updates, don't forget to:
-
-1️⃣ [Sign up to the course](http://eepurl.com/ic5ZUD) to receive **update emails**.
-
-2️⃣ [Join our discord server](https://hf.co/join/discord) to **get the last updates and exchange with your classmates**.
-
-
-
-
diff --git a/units/en/communication/whats-next.mdx b/units/en/communication/whats-next.mdx
new file mode 100644
index 0000000..3bbc1d6
--- /dev/null
+++ b/units/en/communication/whats-next.mdx
@@ -0,0 +1,8 @@
+# What's next?
+
+
+
+
+- CTA follow us on twitter
+
+- Discord to echange and find projects and share projects