Merge branch 'new-landing-page' of https://github.com/TuringLang/turinglang.github.io into new-landing-page

Author: shravanngoswamii

_quarto.yml

@@ -104,7 +104,7 @@ format:
 
               </div>
               <div class="footer-bottom">
-                <p>Turing is created by <a href="https://mlg.eng.cam.ac.uk/hong/" target="_blank" rel="noopener">Hong Ge</a>, and maintained by the core <a href="/team" target="_blank" rel="noopener">team</a> of developers and <a href="https://github.com/TuringLang/Turing.jl/graphs/contributors" target="_blank" rel="noopener">contributors</a>!<br>© 2025 The Turing Project Contributors. <a href="https://github.com/TuringLang/Turing.jl/blob/master/LICENCE" target="_blank" rel="noopener">MIT License</a>.</p>
+                <p>Turing is created by <a href="https://mlg.eng.cam.ac.uk/hong/" target="_blank" rel="noopener">Hong Ge</a>, and maintained by the core <a href="/team" target="_blank" rel="noopener">team</a> of developers and <a href="https://github.com/TuringLang/Turing.jl/graphs/contributors" target="_blank" rel="noopener">contributors</a>.<br>© 2025 The Turing Project Contributors. <a href="https://github.com/TuringLang/Turing.jl/blob/master/LICENCE" target="_blank" rel="noopener">MIT License</a>.</p>
                 <a href="https://github.com/TuringLang/turinglang.github.io/" target="_blank" rel="noopener" class="footer-source-link"><i class="bi bi-github"></i> Website Source</a>
               </div>
             </div>

index.qmd

@@ -104,7 +104,7 @@ Turing is written entirely in Julia, and is interoperable with its powerful ecos
 
 ::: {.code-window-title}
 ```{=html}
-<span>~/linear_regression.jl</span>
+<span>linear_regression.jl</span>
 ```
 :::
 
@@ -124,12 +124,11 @@ using Turing
     μ = α .+ β .* x
     y ~ MvNormal(μ, σ² * I)
 
-    return (; y, α, β, σ², μ)
 end
 
 x, y = rand(10), rand(10)
-posterior = linear_regression(x) | (;y = y)
-chains = sample(posterior, NUTS(), 1000, progress=false)
+posterior = linear_regression(x) | (; y = y)
+chain = sample(posterior, NUTS(), 1000)
 ```
 
 :::