chore: Update README.md

Author: matifali

README.md

@@ -1,33 +1,11 @@
-# [Coder](https://github.com/coder/coder) OSS templates
+# Coder [^1] OSS templates
 
 Docker-based templates.
 
-1. [deeplearning](https://github.com/matifali/coder-templates/tree/master/deeplearning) (tensorflow + pytorch + numpy + matplotlib + pandas + conda + pip + jupyter notebook or jupyter lab + Microsoft code-server)
+1. [deeplearning](https://github.com/matifali/coder-templates/tree/master/deeplearning) (`tensorflow` + `pytorch` + `numpy` + `matplotlib` + `pandas` + `conda` + `pip` + `jupyter`)
 2. [deeplearning-nvidia](https://github.com/matifali/coder-templates/tree/master/deeplearning-nvidia) (Nvidia NGC containers)
 3. [matlab](https://github.com/matifali/coder-templates/tree/master/matlab) (MATLAB docker images)
 
-## Pre-requisites
-
-[Coder](https://github.com/coder/coder) deployment set up on `CODER_URL` (e.g. https://coder.example.com)
-
-## Installation
-
-### Linux / MacOS
-
-1. Open a terminal and run
-
-   ```bash
-   curl -L https://coder.com/install.sh | sh
-   ```
-
-### Windows
-
-1. Open a `powershell` window and run
-
-   ```powershell
-   winget install Coder.Coder
-   ```
-
 ## Instructions
 
 To use these templates simply clone the repo and run,
@@ -50,29 +28,19 @@ coder templates push <template-name>
 
 ### Automatic
 
-Set up the following Github secrets in your repo.
-
-1. `CODER_ACCESS_TOKEN` - Coder access token
-
-   To create a token with life of 1 year, run,
-
-   ```shell
-   coder tokens create --lifetime 8760h0m0s
-   ```
-
-2. `CODER_URL` - Coder deployment url (e.g. https://coder.example.com)
+Create a GitHub workflow to automatically update the templates. Use the **Update Coder Template**[^2] action.
 
 ## Deeplearning Images
 
-Deeplearning images used in the template are available at [dockerhub](https://hub.docker.com/repository/docker/matifali/dockerdl).
+Deeplearning images used in the template are available at dockerhub[^3].
 
-Source code of deeplearning images is available at, [https://github.com/matifali/dockerdl](https://github.com/matifali/dockerdl)
+Source code of deeplearning images is available here[^4].
 
 ## MATLAB Image
 
-MATLAB images used in the template is available at [dockerhub](https://hub.docker.com/repository/docker/matifali/matlab).
+MATLAB images used in the template is available at dockerhub[^5].
 
-Source code for the matlab docker image is available at [https://github.com/matifali/matlab](https://github.com/matifali/matlab)
+Source code for the matlab docker image is available here[^6].
 
 ## Contributing
 
@@ -84,7 +52,9 @@ Contributions are welcome. Please open an issue or a pull request. Thanks!
 
 ## Credits
 
-- [Coder](https://github.com/coder/coder)
-- [MATLAB Docker Images](https://hub.docker.com/r/matlab/matlab)
-- [Nvidia NGC containers](https://ngc.nvidia.com/catalog/containers)
-- [Update Coder Template](https://github.com/marketplace/actions/update-coder-template)
+[^1]: [Coder](https://github.com/coder/coder)
+[^2]: [Update Coder Template](https://github.com/marketplace/actions/update-coder-template)
+[^3]: [dockerdl images](https://hub.docker.com/repository/docker/matifali/dockerdl)
+[^4]: [dockerdl source](https://github.com/matifali/dockerdl)
+[^5]: [matlab images](https://hub.docker.com/repository/docker/matifali/matlab)
+[^6]: [matlab source](https://github.com/matifali/matlab)