Install-Docker.md

@@ -9,11 +9,13 @@
 
 [Using Fidle Docker Image](https://youtu.be/z5BT44X_YN4)
 
-## Remark
+![Using Fidle Docker image](uploads/f62b268871f9130d06224afd8a0a370b/Using_Fidle_docker.jpg){width=442 height=249}
 
-- **All commands presented below** and prefixed by `$` are to be launched on a **terminal/unix console** :smile:
+## Using Fidle Docker image by hand :
 
-## 1 - Get the Fidle Docker image
+**Note : All commands presented below** and prefixed by `$` are to be launched on a **terminal/unix console** :smile:
+
+### 1 - Get the Fidle Docker image
 
 - Get Fidle image : ...it takes some time... (\~5mn) and the image is quiet huge (\~3 GB)
 
@@ -28,7 +30,7 @@
    fidlehub/fidle    latest    [...]    3 GB 
   ```
 
-## 2 - Create your fidle container
+### 2 - Create your fidle container
 
 ```plaintext
 $ docker run -i  -p 8888:8888 -p 6006:6006 --name fidle  fidlehub/fidle:latest
@@ -39,13 +41,13 @@ Where: \
 `-i` is used to stay in interactive mode (Keep STDIN open even if not attached) \
 `-p` Publish a container's port(s) to the host `-p` Publish a container's port to the tensorboard
 
-## 3 - Open your jupyter lab
+### 3 - Open your jupyter lab
 
 - Copy the URL printed on screen beginning with `http://127.0.0.1:8888/?token`...
 - Open a Web Browser and paste the URL
 - Jupyterlab for fidle should be there !
 
-## 4- Tensorbaord
+### 4- Tensorbaord
 
 If you want to use tensoboard inside jupyter lab use this command from a terminal :
 
@@ -53,13 +55,13 @@ If you want to use tensoboard inside jupyter lab use this command from a termina
 $ tensorboard --host 0.0.0.0 --logdir <path/to/your/logs> 
 ```
 
-## 5 - **To stop your jupyter, you can**
+### 5 - To stop your jupyter, you can
 
 - In Jupyter lab menu : "File"/"Shutdown"
 - On the Unix console/Terminal you launched Fidle Jupyterlab: \
   use Control-C to stop this server and shutdown all kernels
 
-## 6 - To restart your fidle container where you leave your work
+### 6 - To restart your fidle container where you leave your work
 
 **you can Just type:**