diff --git a/README.md b/README.md
index 4edd8bb14..d2bf28a03 100644
--- a/README.md
+++ b/README.md
@@ -18,7 +18,7 @@
 
 The API is based on the familiar Pandas `.plot` API and the innovative `.interactive` API.
 
-<img src="https://github.com/MarcSkovMadsen/awesome-panel-assets/blob/master/images/hvPlot/hvplot-total-intro.gif?raw=true" style="max-height:600px;border-radius:2%;">
+<img src="https://github.com/MarcSkovMadsen/old-awesome-panel-assets/blob/master/images/hvPlot/hvplot-total-intro.gif?raw=true" style="max-height:600px;border-radius:2%;">
 
 ## hvPlot works with the tools you know and love
 
@@ -28,7 +28,7 @@ hvPlot
 - supports the plotting backends [Bokeh](https://docs.bokeh.org/en/latest/), [Matplotlib](https://matplotlib.org/) and [Plotly](https://plotly.com/python/).
 - exposes the powerful tools from the [HoloViz](https://holoviz.org/) ecosystem in a familiar and convenient API.
 
-[<img src="https://hvplot.holoviz.org/assets/diagram.svg" style="max-height:400px;border-radius:2%;"/>](https://holoviz.org/)
+[<img src="https://hvplot.holoviz.org/_images/diagram.svg" style="max-height:400px;border-radius:2%;"/>](https://holoviz.org/)
 
 hvPlot is **the simplest way to benefit from the [HoloViz](https://holoviz.org/) ecosystem for data exploration**.
 
@@ -87,7 +87,7 @@ Use the `.hvplot` API as you would use the Pandas or Xarray `.plot` API:
 df.hvplot()
 ```
 
-[<img src="https://github.com/MarcSkovMadsen/awesome-panel-assets/blob/master/images/hvPlot/hvplot-intro-plot.gif?raw=true" style="max-height:300px;border-radius:2%;">](https://hvplot.holoviz.org/user_guide/index.html)
+[<img src="https://github.com/MarcSkovMadsen/old-awesome-panel-assets/blob/master/images/hvPlot/hvplot-intro-plot.gif?raw=true" style="max-height:300px;border-radius:2%;">](https://hvplot.holoviz.org/user_guide/index.html)
 
 
 ### Interactive data apps
@@ -101,7 +101,7 @@ pn.extension()
 df.interactive(width=600).head(n=pn.widgets.IntSlider(start=1, end=5, value=3))
 ```
 
-[<img src="https://github.com/MarcSkovMadsen/awesome-panel-assets/blob/master/images/hvPlot/hvplot-intro-interactive.gif?raw=true" style="max-height:300px;border-radius:2%;">](https://hvplot.holoviz.org/user_guide/Interactive.html)
+[<img src="https://github.com/MarcSkovMadsen/old-awesome-panel-assets/blob/master/images/hvPlot/hvplot-intro-interactive.gif?raw=true" style="max-height:300px;border-radius:2%;">](https://hvplot.holoviz.org/user_guide/Interactive.html)
 
 ### How to find documentation from your notebook or editor
 
diff --git a/doc/conf.py b/doc/conf.py
index b662487d0..dc9efe3a6 100644
--- a/doc/conf.py
+++ b/doc/conf.py
@@ -47,7 +47,7 @@
             },
         ],
         'pygment_dark_style': 'material',
-        'announcement': "hvPlot 0.10 has just been released! Checkout the <a href='https://blog.holoviz.org/posts/hvplot_release_0.10/'>blog post</a> and support hvPlot by giving it a 🌟 on <a href='https://github.com/holoviz/hvplot'>Github</a>.",
+        'announcement': "hvPlot 0.11 has just been released! Checkout the <a href='https://blog.holoviz.org/posts/hvplot_release_0.11/'>blog post</a> and support hvPlot by giving it a 🌟 on <a href='https://github.com/holoviz/hvplot'>Github</a>.",
     }
 )
 
@@ -62,7 +62,13 @@
     'sphinxext.rediraffe',
 ]
 
-myst_enable_extensions = ['colon_fence']
+myst_enable_extensions = [
+    # To also use ::: delimiters to denote directives, instead of ```.
+    'colon_fence',
+    # MySt-Parser will attempt to convert any isolated img tags (i.e. not
+    # wrapped in any other HTML) to the internal representation used in sphinx.
+    'html_image',
+]
 
 nbsite_gallery_conf = {
     'github_org': 'holoviz',
diff --git a/doc/user_guide/Geographic_Data.ipynb b/doc/user_guide/Geographic_Data.ipynb
index 7a3a8c70a..d34ebe5b9 100644
--- a/doc/user_guide/Geographic_Data.ipynb
+++ b/doc/user_guide/Geographic_Data.ipynb
@@ -80,9 +80,9 @@
    "source": [
     "We'll first start by displaying the airports **without GeoViews** with tiles by setting `tiles=True`. \n",
     "\n",
-    "Under the hood, hvPlot projects lat/lon to easting/northing (EPSG:4326 to EPSG:3857) coordinates without additional package dependencies if it detects that the values falls within expected lat/lon ranges.\n",
+    "Under the hood, hvPlot projects lat/lon to easting/northing ([EPSG:4326](https://epsg.io/4326) to [EPSG:3857](https://epsg.io/3857)) coordinates without additional package dependencies if it detects that the values falls within expected lat/lon ranges.\n",
     "\n",
-    "Note, **this feature is only available after `hvplot>0.10.0`**; older versions, `hvplot<=0.10.0`, require manual projection (see below)."
+    "Note, **this feature is only available after `hvplot>=0.11.0`**; older versions, `hvplot<0.11.0`, require manual projection (see below)."
    ]
   },
   {