diff --git a/README.ipynb b/README.ipynb
index f7e40540284bc8c0586916ec9f253f94770d317e..9e0dd8b336ef007f626025a77467a3602a75cab2 100644
--- a/README.ipynb
+++ b/README.ipynb
@@ -3,13 +3,13 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "3f8b217d",
+   "id": "7f8c4a8a",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2022-01-26T14:19:05.708967Z",
-     "iopub.status.busy": "2022-01-26T14:19:05.705058Z",
-     "iopub.status.idle": "2022-01-26T14:19:05.717400Z",
-     "shell.execute_reply": "2022-01-26T14:19:05.717043Z"
+     "iopub.execute_input": "2022-03-08T10:11:20.520072Z",
+     "iopub.status.busy": "2022-03-08T10:11:20.519675Z",
+     "iopub.status.idle": "2022-03-08T10:11:20.606245Z",
+     "shell.execute_reply": "2022-03-08T10:11:20.606632Z"
     },
     "jupyter": {
      "source_hidden": true
@@ -52,7 +52,7 @@
        "[<img width=\"200px\" style=\"vertical-align:middle\" src=\"fidle/img/00-Mail_contact.svg\"></img>](#top)\n",
        "\n",
        "Current Version : <!-- VERSION_BEGIN -->\n",
-       "**2.0.33**\n",
+       "**2.0.34**\n",
        "<!-- VERSION_END -->\n",
        "\n",
        "\n",
@@ -178,6 +178,8 @@
        "### Generative Adversarial Networks (GANs)\n",
        "- **[SHEEP1](DCGAN/01-DCGAN-Draw-me-a-sheep.ipynb)** - [A first DCGAN to Draw a Sheep](DCGAN/01-DCGAN-Draw-me-a-sheep.ipynb)  \n",
        "Episode 1 : Draw me a sheep, revisited with a DCGAN\n",
+       "- **[SHEEP2](DCGAN/02-WGANGP-Draw-me-a-sheep.ipynb)** - [A WGAN-GP to Draw a Sheep](DCGAN/02-WGANGP-Draw-me-a-sheep.ipynb)  \n",
+       "Episode 2 : Draw me a sheep, revisited with a WGAN-GP\n",
        "\n",
        "### Miscellaneous\n",
        "- **[ACTF1](Misc/Activation-Functions.ipynb)** - [Activation functions](Misc/Activation-Functions.ipynb)  \n",
diff --git a/README.md b/README.md
index 5c48bf6ac7e561c73071296b9e716f863068333b..68f097aeee55cf26b882560ddeee67298e9ef742 100644
--- a/README.md
+++ b/README.md
@@ -31,7 +31,7 @@ For more information, you can contact us at :
 [<img width="200px" style="vertical-align:middle" src="fidle/img/00-Mail_contact.svg"></img>](#top)
 
 Current Version : <!-- VERSION_BEGIN -->
-**2.0.33**
+**2.0.34**
 <!-- VERSION_END -->
 
 
@@ -157,6 +157,8 @@ Bash script for SLURM batch submission of VAE8 notebooks
 ### Generative Adversarial Networks (GANs)
 - **[SHEEP1](DCGAN/01-DCGAN-Draw-me-a-sheep.ipynb)** - [A first DCGAN to Draw a Sheep](DCGAN/01-DCGAN-Draw-me-a-sheep.ipynb)  
 Episode 1 : Draw me a sheep, revisited with a DCGAN
+- **[SHEEP2](DCGAN/02-WGANGP-Draw-me-a-sheep.ipynb)** - [A WGAN-GP to Draw a Sheep](DCGAN/02-WGANGP-Draw-me-a-sheep.ipynb)  
+Episode 2 : Draw me a sheep, revisited with a WGAN-GP
 
 ### Miscellaneous
 - **[ACTF1](Misc/Activation-Functions.ipynb)** - [Activation functions](Misc/Activation-Functions.ipynb)  
diff --git a/fidle/ci/default.yml b/fidle/ci/default.yml
index be75d8389e1afdbd6299d4533d512c8a18c451df..9c7ebc5cadf8ef5e072824ec90284563b2bef286 100644
--- a/fidle/ci/default.yml
+++ b/fidle/ci/default.yml
@@ -437,6 +437,19 @@ Nb_SHEEP1:
     batch_size: default
     num_img: default
     fit_verbosity: default
+Nb_SHEEP2:
+  notebook_id: SHEEP2
+  notebook_dir: DCGAN
+  notebook_src: 02-WGANGP-Draw-me-a-sheep.ipynb
+  notebook_tag: default
+  overrides:
+    run_dir: default
+    scale: default
+    latent_dim: default
+    epochs: default
+    batch_size: default
+    num_img: default
+    fit_verbosity: default
 Nb_ACTF1:
   notebook_id: ACTF1
   notebook_dir: Misc
diff --git a/fidle/config.py b/fidle/config.py
index 76e4e4dd96a4ba9ef6da39dbbb63532f71cdbf76..8423d93fcbf8485ea59f589d4ced15e5918cb853 100644
--- a/fidle/config.py
+++ b/fidle/config.py
@@ -14,7 +14,7 @@
 
 # ---- Version -----------------------------------------------------
 #
-VERSION = '2.0.33'
+VERSION = '2.0.34'
 
 # ---- Default notebook name ---------------------------------------
 #
diff --git a/fidle/logs/catalog.json b/fidle/logs/catalog.json
index 73af6234cd18b9eb43e470d87206d8324123a18d..ab65f18c8a0b0eab6917580734ede7adeed09421 100644
--- a/fidle/logs/catalog.json
+++ b/fidle/logs/catalog.json
@@ -565,6 +565,23 @@
             "run_dir"
         ]
     },
+    "SHEEP2": {
+        "id": "SHEEP2",
+        "dirname": "DCGAN",
+        "basename": "02-WGANGP-Draw-me-a-sheep.ipynb",
+        "title": "A WGAN-GP to Draw a Sheep",
+        "description": "Episode 2 : Draw me a sheep, revisited with a WGAN-GP",
+        "overrides": [
+            "run_dir",
+            "scale",
+            "latent_dim",
+            "epochs",
+            "batch_size",
+            "num_img",
+            "fit_verbosity",
+            "run_dir"
+        ]
+    },
     "ACTF1": {
         "id": "ACTF1",
         "dirname": "Misc",