Remove heatmapping docs (#182)

Author: adrhill

docs/Project.toml

@@ -12,6 +12,3 @@ Literate = "98b081ad-f1c9-55d3-8b20-4c87d4299306"
 MLDatasets = "eb30cadb-4394-5ae3-aed4-317e484a6458"
 VisionHeatmaps = "27106da1-f8bc-4ca8-8c66-9b8289f1e035"
 Zygote = "e88e6eb3-aa80-5325-afca-941959d7151f"
-
-[compat]
-VisionHeatmaps = "1.4"

docs/make.jl

@@ -35,7 +35,6 @@ makedocs(;
         "Home" => "index.md",
         "Getting started" => "generated/example.md",
         "General usage" => Any[
-            "Heatmapping"          => "generated/heatmapping.md",
             "Input augmentations"  => "generated/augmentations.md",
         ],
         "API Reference" => "api.md",

docs/src/index.md

@@ -21,7 +21,6 @@ julia> ]add ExplainableAI
 ```@contents
 Pages = [
     "generated/example.md",
-    "generated/heatmapping.md",
     "generated/augmentations.md",
 ]
 Depth = 3

docs/src/literate/example.jl

@@ -81,11 +81,6 @@ heatmap(expl)
 # into a single function call:
 heatmap(input, analyzer)
 
-# For a more detailed explanation of the `heatmap` function,
-# refer to the [heatmapping section](@ref docs-heatmapping).
-
-# ## [List of analyzers](@id docs-analyzers-list)
-
 # ## Neuron selection
 # By passing an additional index to our call to [`analyze`](@ref),
 # we can compute an explanation with respect to a specific output neuron.
@@ -114,5 +109,19 @@ expl = analyze(batch, analyzer);
 # Calling `heatmap` on `expl` will detect the batch dimension and return a vector of heatmaps.
 heatmap(expl)
 
-# For more information on heatmapping batches,
-# refer to the [heatmapping documentation](@ref docs-heatmapping-batches).
+## Custom heatmaps
+
+# The function `heatmap` automatically applies common presets for each method.
+#
+# Since [`InputTimesGradient`](@ref) computes attributions,
+# heatmaps are shown in a blue-white-red color scheme.
+# Gradient methods however are typically shown in grayscale:
+analyzer = Gradient(model)
+heatmap(input, analyzer)
+#-
+analyzer = InputTimesGradient(model)
+heatmap(input, analyzer)
+
+# Using [VisionHeatmaps.jl](https://julia-xai.github.io/XAIDocs/VisionHeatmaps/stable/),
+# heatmaps can be heavily customized. 
+# Check out the [heatmapping documentation](https://julia-xai.github.io/XAIDocs/VisionHeatmaps/stable/) for more information.