diff --git a/.github/workflows/build_documentation.yml b/.github/workflows/build_documentation.yml
new file mode 100644
index 0000000..6598a65
--- /dev/null
+++ b/.github/workflows/build_documentation.yml
@@ -0,0 +1,18 @@
+name: Build documentation
+
+on:
+  push:
+    branches:
+      - main
+
+jobs:
+  build:
+    uses: huggingface/doc-builder/.github/workflows/build_main_documentation.yml@main
+    with:
+      commit_sha: ${{ github.sha }}
+      package: deep-rl-course
+      path_to_docs: deep-rl-class/units/
+      additional_args: --not_python_module
+      languages: en
+    secrets:
+      token: ${{ secrets.HUGGINGFACE_PUSH }}
diff --git a/.github/workflows/build_pr_documentation.yml b/.github/workflows/build_pr_documentation.yml
new file mode 100644
index 0000000..3865b11
--- /dev/null
+++ b/.github/workflows/build_pr_documentation.yml
@@ -0,0 +1,20 @@
+name: Build PR Documentation
+
+on:
+  pull_request:
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.head_ref || github.run_id }}
+  cancel-in-progress: true
+
+jobs:
+  build:
+    uses: huggingface/doc-builder/.github/workflows/build_pr_documentation.yml@main
+    with:
+      commit_sha: ${{ github.event.pull_request.head.sha }}
+      pr_number: ${{ github.event.number }}
+      package: deep-rl-course
+      path_to_docs: deep-rl-class/units/
+      additional_args: --not_python_module
+      languages: en
+      hub_base_path: https://moon-ci-docs.huggingface.co
diff --git a/.github/workflows/delete_doc_comment.yml b/.github/workflows/delete_doc_comment.yml
new file mode 100644
index 0000000..a286a49
--- /dev/null
+++ b/.github/workflows/delete_doc_comment.yml
@@ -0,0 +1,13 @@
+name: Delete dev documentation
+
+on:
+  pull_request:
+    types: [ closed ]
+
+
+jobs:
+  delete:
+    uses: huggingface/doc-builder/.github/workflows/delete_doc_comment.yml@main
+    with:
+      pr_number: ${{ github.event.number }}
+      package: deep-rl-class
\ No newline at end of file
diff --git a/README.md b/README.md
index 460c469..b8172ab 100644
--- a/README.md
+++ b/README.md
@@ -15,6 +15,19 @@ We're launching a **new version (v2.0) of the course starting December the 5th,*
 
 # The documentation below is for v1.0 (depreciated)
 
+We're launching a **new version (v2.0) of the course starting December the 5th,**
+
+The syllabus 📚: https://simoninithomas.github.io/deep-rl-course
+
+## **Sign up here** ➡️➡️➡️ http://eepurl.com/ic5ZUD
+
+<br>
+<br>
+<br>
+<br>
+
+# The documentation below is for v1.0 (depreciated)
+
 In this free course, you will:
 
 - 📖 Study Deep Reinforcement Learning in **theory and practice**.
@@ -24,7 +37,6 @@ In this free course, you will:
 - 🏆 **Participate in challenges** where you will evaluate your agents against other teams.
 - 🖌️🎨 **Learn to share your own environments made with Unity and Godot**.
 
-➡️➡️➡️ Don't forget to sign up here: http://eepurl.com/h1pElX
 
 The best way to keep in touch is to **join our discord server to exchange with the community and with us** 👉🏻 https://discord.gg/aYka4Yhff9