Update README.md

Author: yebai

README.md

@@ -1,12 +1,10 @@
 # Documentation and Tutorials for Turing.jl
 
-This repository contains the Turing.jl documentation and tutorials. 
+This repository is part of [Turing.jl's](https://turinglang.org/) website (i.e. `https://turinglang.org/docs/`). It contains the Turing.jl documentation and tutorials. 
 
 - The `master` branch contains the quarto source 
 - The `gh-pages` branch contains the `html` version of these documents compiled from the `master` branch.
 
-This repository is part of [Turing.jl's](https://turinglang.org/) Website, i.e. `https://turinglang.org/docs/`. You can see the main website's repo [here](https://github.com/TuringLang/turinglang.github.io).
-
 To get started with the docs website locally, you'll need to have the following prerequisite installed:
 
 - [Quarto Pre-release](https://quarto.org/docs/download/)
@@ -43,8 +41,8 @@ This will render the full website in `_site` folder.
 It is also possible to render a single tutorial or `qmd` file without compiling the entire site. This is often helpful to speed up compilation when editing a single docs page. To do this, first `cd` to the file's folder, and run `quarto preview` or `quarto render`: 
 
 ```
-cd folder_of_somedocs.qmd
-quarto render somedocs.qmd
+cd somedocs # This is the folder containing a docs `qmd` file. 
+quarto render index.qmd
 ```
 
 ## License