Install-Docker.md

-[<img src="uploads/b78708ab8609c803fced7b5c6c86096f/00-fidle-header-03.svg">](home)
 
 ## Pre-requisites
 
 - [Docker](https://docs.docker.com) should be pre-installed on your computer !
-  - Check the [download Docker page info](https://docs.docker.com/get-docker/)
+  - Check the [**download Docker Desktop page info**](https://docs.docker.com/get-docker/)
   - Do not forget [the post-installation steps](https://docs.docker.com/engine/install/linux-postinstall/) (for Linux in particular)
-  - For Windows or MacOS users, it is a good idea to check [Docker Desktop](https://www.docker.com/products/docker-desktop/), but do not forget to read the **pre-requisites** !
+
+For Windows or MacOS users, it is a good idea to check [Docker Desktop](https://www.docker.com/products/docker-desktop/), but do not forget to read the **pre-requisites** !
 
 ## Remark
 
@@ -13,52 +13,56 @@
 
 ## 1 - Get the Fidle Docker image
 
-- Get Fidle image : ...it takes some time... (\~5mn) and the image is quiet huge (\~6.48GB)
-  ```
+- Get Fidle image : ...it takes some time... (\~5mn) and the image is quiet huge (\~3 GB)
+
+  ```plaintext
   $ docker pull fidlehub/fidle:latest
   ```
 - To see if your image is there:
-  ```
+
+  ```plaintext
   $ docker images
   On standard output, you should have a line of the form :
-   fidlehub/fidle    latest    [...]    7.7GB 
-
+   fidlehub/fidle    latest    [...]    3 GB 
+  ```
 
 ## 2 - Create your fidle container
 
-  ```
+```plaintext
 $ docker run -i  -p 8888:8888 -p 6006:6006 --name fidle  fidlehub/fidle:latest
 ```
-Where: <br> `--name fidle` is used to give a name of your choice to your container <br>
-       `-i` is used to stay in interactive mode (Keep STDIN open even if not attached) <br>
-        `-p`  Publish a container's port(s) to the host
-         `-p`  Publish a container's port to the tensorboard    
-
 
+Where: \
+`--name fidle` is used to give a name of your choice to your container \
+`-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
+
 - 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 ! <br>
+- Jupyterlab for fidle should be there ! 
 
 ## 4- Tensorbaord
- If you want to use tensoboard inside jupyter lab use this command :
-- %tensorboard --logdir path/to/your/logs --bind_all  <br> 
 
-If you want to use tensoboard inside docker terminal use this command:
-- tensorboard --logdir path/to/your/logs --bind_all
+If you want to use tensoboard inside jupyter lab use this command from a terminal :
+
+```
+$ tensorboard --host 0.0.0.0 --logdir <path/to/your/logs> 
+```
 
 ## 5 - **To stop your jupyter, you can**
 
 - In Jupyter lab menu : "File"/"Shutdown"
-- On the Unix console/Terminal you launched Fidle Jupyterlab: <br>
+- 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
+
 **you can Just type:**
-```
-$ docker start -i fidle
 
+```plaintext
+$ docker start -i fidle
 ```
+
 ![](uploads/fd909e4607c0e9858a8088b5f39f60f5/00-fidle-ender-03.svg)
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