diff --git a/README.ipynb b/README.ipynb
index 81dfb7c504fa7e7522a1d6ba5f45c11a6844b2bb..2cf30cfa23ae05e2f73ee68e6f6b09f5b88b792d 100644
--- a/README.ipynb
+++ b/README.ipynb
@@ -3,13 +3,13 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "97b99b53",
+   "id": "45cecdf8",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2021-12-04T16:19:50.017498Z",
-     "iopub.status.busy": "2021-12-04T16:19:50.013505Z",
-     "iopub.status.idle": "2021-12-04T16:19:50.025766Z",
-     "shell.execute_reply": "2021-12-04T16:19:50.025376Z"
+     "iopub.execute_input": "2022-01-17T09:57:30.406301Z",
+     "iopub.status.busy": "2022-01-17T09:57:30.402848Z",
+     "iopub.status.idle": "2022-01-17T09:57:30.418558Z",
+     "shell.execute_reply": "2022-01-17T09:57:30.418866Z"
     },
     "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",
-       "**2.0.30**\n",
+       "**2.0.32**\n",
        "<!-- VERSION_END -->\n",
        "\n",
        "\n",
@@ -164,7 +164,7 @@
        "Episode : 3 Clustered dataset verification and testing of our datagenerator\n",
        "- **[VAE8](VAE/08-VAE-with-CelebA.ipynb)** - [Training session for our VAE](VAE/08-VAE-with-CelebA.ipynb)  \n",
        "Episode 4 : Training with our clustered datasets in notebook or batch mode\n",
-       "- **[VAE9](VAE/09-VAE-with-CelebA-post.ipynb)** - [Data generation from latent space](VAE/09-VAE-with-CelebA-post.ipynb)  \n",
+       "- **[VAE9](VAE/10-VAE-with-CelebA-post.ipynb)** - [Data generation from latent space](VAE/10-VAE-with-CelebA-post.ipynb)  \n",
        "Episode 5 : Exploring latent space to generate new data\n",
        "- **[VAE10](VAE/batch_slurm.sh)** - [SLURM batch script](VAE/batch_slurm.sh)  \n",
        "Bash script for SLURM batch submission of VAE8 notebooks \n",
diff --git a/README.md b/README.md
index f39f4f6a049a01141282b453e604bb23642444a9..305ba7d7d83318595208dbe0624bf9d4dac0cc0e 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 -->
-**2.0.30**
+**2.0.32**
 <!-- VERSION_END -->
 
 
@@ -143,7 +143,7 @@ Episode 2 : Analysis of the CelebA dataset and creation of an clustered and usab
 Episode : 3 Clustered dataset verification and testing of our datagenerator
 - **[VAE8](VAE/08-VAE-with-CelebA.ipynb)** - [Training session for our VAE](VAE/08-VAE-with-CelebA.ipynb)  
 Episode 4 : Training with our clustered datasets in notebook or batch mode
-- **[VAE9](VAE/09-VAE-with-CelebA-post.ipynb)** - [Data generation from latent space](VAE/09-VAE-with-CelebA-post.ipynb)  
+- **[VAE9](VAE/10-VAE-with-CelebA-post.ipynb)** - [Data generation from latent space](VAE/10-VAE-with-CelebA-post.ipynb)  
 Episode 5 : Exploring latent space to generate new data
 - **[VAE10](VAE/batch_slurm.sh)** - [SLURM batch script](VAE/batch_slurm.sh)  
 Bash script for SLURM batch submission of VAE8 notebooks 
diff --git a/fidle/ci/default.yml b/fidle/ci/default.yml
index c38a78dc09cfd0aeddd57847e75d31f3bc47fb9e..2f6366c4289e2fef1de736d0c0166f1e1ca8f86e 100644
--- a/fidle/ci/default.yml
+++ b/fidle/ci/default.yml
@@ -403,7 +403,7 @@ Nb_VAE8:
 Nb_VAE9:
   notebook_id: VAE9
   notebook_dir: VAE
-  notebook_src: 09-VAE-with-CelebA-post.ipynb
+  notebook_src: 10-VAE-with-CelebA-post.ipynb
   notebook_tag: default
   overrides:
     run_dir: default
diff --git a/fidle/config.py b/fidle/config.py
index eff7cc472027c22cf0734c20682bbca97fba07d9..83cf1f32455bb34b2db1e679ccc3c959673a480a 100644
--- a/fidle/config.py
+++ b/fidle/config.py
@@ -14,7 +14,7 @@
 
 # ---- Version -----------------------------------------------------
 #
-VERSION = '2.0.30'
+VERSION = '2.0.32'
 
 # ---- Default notebook name ---------------------------------------
 #
diff --git a/fidle/logs/catalog.json b/fidle/logs/catalog.json
index b89e8647e6265bbcbc7ffb26ca7f055853af1a29..3297641465ff9c3c20a03d36bb5479fe41e67bcc 100644
--- a/fidle/logs/catalog.json
+++ b/fidle/logs/catalog.json
@@ -515,7 +515,7 @@
     "VAE9": {
         "id": "VAE9",
         "dirname": "VAE",
-        "basename": "09-VAE-with-CelebA-post.ipynb",
+        "basename": "10-VAE-with-CelebA-post.ipynb",
         "title": "Data generation from latent space",
         "description": "Episode 5 : Exploring latent space to generate new data",
         "overrides": [