diff --git a/README.md b/README.md
index 3359918830..8bd4c87713 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,6 @@
 <p align="center">
-<img width="400px" src="https://raw.githubusercontent.com/FluxML/fluxml.github.io/master/logo.png"/>
+    <img width="400px" src="https://raw.githubusercontent.com/FluxML/Flux.jl/master/docs/src/assets/logo.png#gh-light-mode-only"/>
+    <img width="400px" src="https://raw.githubusercontent.com/FluxML/Flux.jl/master/docs/src/assets/logo-dark.png#gh-dark-mode-only"/>
 </p>
 
 [![][action-img]][action-url] [![](https://img.shields.io/badge/docs-stable-blue.svg)](https://fluxml.github.io/Flux.jl/stable/) [![](https://img.shields.io/badge/chat-on%20slack-yellow.svg)](https://julialang.org/slack/) [![DOI](https://joss.theoj.org/papers/10.21105/joss.00602/status.svg)](https://doi.org/10.21105/joss.00602) [![ColPrac: Contributor's Guide on Collaborative Practices for Community Packages](https://img.shields.io/badge/ColPrac-Contributor's%20Guide-blueviolet)](https://github.com/SciML/ColPrac) [![][codecov-img]][codecov-url]
diff --git a/docs/make.jl b/docs/make.jl
index 84f20eb45c..df50b392cf 100644
--- a/docs/make.jl
+++ b/docs/make.jl
@@ -42,6 +42,7 @@ makedocs(
          "Flux's Ecosystem" => "ecosystem.md",
     ],
     format = Documenter.HTML(
+        sidebar_sitename = false,
         analytics = "UA-36890222-9",
         assets = ["assets/flux.css"],
         prettyurls = get(ENV, "CI", nothing) == "true"
diff --git a/docs/src/assets/logo-dark.png b/docs/src/assets/logo-dark.png
new file mode 100644
index 0000000000..e10669f892
Binary files /dev/null and b/docs/src/assets/logo-dark.png differ