diff --git a/azurerm/resource_arm_cognitive_account.go b/azurerm/resource_arm_cognitive_account.go
index 6ff3513c27ad..76dfd78be03e 100644
--- a/azurerm/resource_arm_cognitive_account.go
+++ b/azurerm/resource_arm_cognitive_account.go
@@ -54,6 +54,8 @@ func resourceArmCognitiveAccount() *schema.Resource {
 					"ComputerVision",
 					"ContentModerator",
 					"CustomSpeech",
+					"CustomVision.Prediction",
+					"CustomVision.Training",
 					"Emotion",
 					"Face",
 					"LUIS",
diff --git a/website/docs/r/cognitive_account.html.markdown b/website/docs/r/cognitive_account.html.markdown
index d04af9b0c2a6..cb614f42a134 100644
--- a/website/docs/r/cognitive_account.html.markdown
+++ b/website/docs/r/cognitive_account.html.markdown
@@ -45,7 +45,7 @@ The following arguments are supported:
 
 * `location` - (Required) Specifies the supported Azure location where the resource exists. Changing this forces a new resource to be created.
 
-* `kind` - (Required) Specifies the type of Cognitive Service Account that should be created. Possible values are `Academic`, `Bing.Autosuggest`, `Bing.Autosuggest.v7`, `Bing.CustomSearch`, `Bing.Search`, `Bing.Search.v7`, `Bing.Speech`, `Bing.SpellCheck`, `Bing.SpellCheck.v7`, `ComputerVision`, `ContentModerator`, `CustomSpeech`, `Emotion`, `Face`, `LUIS`, `Recommendations`, `SpeakerRecognition`, `Speech`, `SpeechServices`, `SpeechTranslation`, `TextAnalytics`, `TextTranslation` and `WebLM`. Changing this forces a new resource to be created.
+* `kind` - (Required) Specifies the type of Cognitive Service Account that should be created. Possible values are `Academic`, `Bing.Autosuggest`, `Bing.Autosuggest.v7`, `Bing.CustomSearch`, `Bing.Search`, `Bing.Search.v7`, `Bing.Speech`, `Bing.SpellCheck`, `Bing.SpellCheck.v7`, `ComputerVision`, `ContentModerator`, `CustomSpeech`, `CustomVision.Prediction`, `CustomVision.Training`, `Emotion`, `Face`, `LUIS`, `Recommendations`, `SpeakerRecognition`, `Speech`, `SpeechServices`, `SpeechTranslation`, `TextAnalytics`, `TextTranslation` and `WebLM`. Changing this forces a new resource to be created.
 
 * `sku` - (Required) A `sku` block as defined below.