diff --git a/docs/api.md b/docs/api.md
index 6a8fb55c..84c29e0c 100644
--- a/docs/api.md
+++ b/docs/api.md
@@ -14,6 +14,10 @@ Instantiates the Binary AlexNet architecture.
 
 Optionally loads weights pre-trained on ImageNet.
 
+```plot-altair
+/plots/binary_alexnet.vg.json
+```
+
 **Arguments**
 
 - `include_top`: whether to include the fully-connected layers at the top of the network.
@@ -54,6 +58,10 @@ Instantiates the Bi-Real Net architecture.
 
 Optionally loads weights pre-trained on ImageNet.
 
+```plot-altair
+/plots/birealnet.vg.json
+```
+
 **Arguments**
 
 - `include_top`: whether to include the fully-connected layer at the top of the network.
diff --git a/docs/plots/binary_alexnet.vg.json b/docs/plots/binary_alexnet.vg.json
new file mode 100644
index 00000000..5fabc2ad
--- /dev/null
+++ b/docs/plots/binary_alexnet.vg.json
@@ -0,0 +1 @@
+{"config": {"view": {"width": 400, "height": 300}, "mark": {"tooltip": null}}, "layer": [{"mark": {"type": "line", "interpolate": "basis"}, "encoding": {"color": {"type": "nominal", "field": "label", "title": "Dataset"}, "x": {"type": "quantitative", "field": "Step", "title": "Epoch"}, "y": {"type": "quantitative", "field": "Value", "title": "Accuracy (%)"}}}, {"mark": "point", "encoding": {"opacity": {"value": 0}, "x": {"type": "quantitative", "field": "Step"}}, "selection": {"selector003": {"type": "single", "nearest": true, "on": "mouseover", "fields": ["Step"], "empty": "none"}}}, {"mark": "point", "encoding": {"color": {"type": "nominal", "field": "label", "title": "Dataset"}, "opacity": {"value": 0, "condition": {"value": 1, "selection": "selector003"}}, "x": {"type": "quantitative", "field": "Step", "title": "Epoch"}, "y": {"type": "quantitative", "field": "Value", "title": "Accuracy (%)"}}}, {"mark": {"type": "rule", "color": "gray"}, "encoding": {"x": {"type": "quantitative", 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\ No newline at end of file
diff --git a/docs/plots/birealnet.vg.json b/docs/plots/birealnet.vg.json
new file mode 100644
index 00000000..8d30b625
--- /dev/null
+++ b/docs/plots/birealnet.vg.json
@@ -0,0 +1 @@
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diff --git a/docs/plots/xnornet.vg.json b/docs/plots/xnornet.vg.json
index f1db3686..62dca1f2 100644
--- a/docs/plots/xnornet.vg.json
+++ b/docs/plots/xnornet.vg.json
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