diff --git a/README.md b/README.md
index f9ae924d5d9e05dff366c8d927530a598e18d595..078f3fb62ac420ada1d920563683892c7e184c58 100644
--- a/README.md
+++ b/README.md
@@ -121,7 +121,9 @@ Otherwise (or additionally):
 ## Train Your Own Model
 
  - Run `python projects/asos/21_train.py` in your terminal to start the training of a new model. You can set hyperparameters etc. in this file and also in the projects/asos/**config.py** file.
- - Open the "31_asos.ipynb" notebook to run ASOS.
+ - While training, you can view the loggings in tensorboard running `tensorboard --logdir working_dir/ttorch_logs` where working_dir is your working directory.
+ - **Folder "version_x" in "ttorch_logs" in your working directory must be moved to working directory and be renamed to "logs".** You can remove "ttorch_logs" after that.
+ - Open the "31_asos.ipynb" notebook to run ASOS. Note that this might take significantly longer than training the model.
  - With the following notebooks you can analyze the results.
 
 ## Export Your Own Data
diff --git a/projects/asos/34_analyze_samples.ipynb b/projects/asos/34_analyze_samples.ipynb
index cade7cd4e45be7c5578b8226707c1ffebae89559..e3678382a32941ac484089c6b1a9635e867892a0 100644
--- a/projects/asos/34_analyze_samples.ipynb
+++ b/projects/asos/34_analyze_samples.ipynb
@@ -362,7 +362,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3.8.10 64-bit",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -376,7 +376,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.10"
+   "version": "3.9.12"
   },
   "vscode": {
    "interpreter": {
diff --git a/projects/asos/35_analyze_any_region.ipynb b/projects/asos/35_analyze_any_region.ipynb
index a8a9756d33e58ab9b69f1564943b38566b617080..35ceda9c6cde298ba8556c4af4aa7a8b93e2b80f 100644
--- a/projects/asos/35_analyze_any_region.ipynb
+++ b/projects/asos/35_analyze_any_region.ipynb
@@ -134,7 +134,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3.8.10 64-bit",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -148,7 +148,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.10"
+   "version": "3.9.12"
   },
   "vscode": {
    "interpreter": {