From e8050a203ef0fe996b45831025ff4d24c2db069c Mon Sep 17 00:00:00 2001
From: brown9804 <timnab@microsoft.com>
Date: Tue, 17 Feb 2026 15:51:15 -0600
Subject: [PATCH 1/8] struc

---
 8_ai-ml/README.md                    |   9 +-
 8_ai-ml/ai-foundry/README.md         |  22 +++++
 8_ai-ml/ai-foundry/main.tf           | 124 +++++++++++++++++++++++++++
 8_ai-ml/ai-foundry/outputs.tf        |  29 +++++++
 8_ai-ml/ai-foundry/provider.tf       |  35 ++++++++
 8_ai-ml/ai-foundry/terraform.tfvars  |  20 +++++
 8_ai-ml/ai-foundry/variables.tf      | 106 +++++++++++++++++++++++
 8_ai-ml/ai-search/README.md          |  22 +++++
 8_ai-ml/ai-search/main.tf            |  56 ++++++++++++
 8_ai-ml/ai-search/outputs.tf         |  19 ++++
 8_ai-ml/ai-search/provider.tf        |  35 ++++++++
 8_ai-ml/ai-search/terraform.tfvars   |  19 ++++
 8_ai-ml/ai-search/variables.tf       |  82 ++++++++++++++++++
 8_ai-ml/ai-services/README.md        |  22 +++++
 8_ai-ml/ai-services/main.tf          |  62 ++++++++++++++
 8_ai-ml/ai-services/outputs.tf       |  19 ++++
 8_ai-ml/ai-services/provider.tf      |  35 ++++++++
 8_ai-ml/ai-services/terraform.tfvars |  21 +++++
 8_ai-ml/ai-services/variables.tf     |  82 ++++++++++++++++++
 README.md                            |   4 +
 20 files changed, 822 insertions(+), 1 deletion(-)
 create mode 100644 8_ai-ml/ai-foundry/README.md
 create mode 100644 8_ai-ml/ai-foundry/main.tf
 create mode 100644 8_ai-ml/ai-foundry/outputs.tf
 create mode 100644 8_ai-ml/ai-foundry/provider.tf
 create mode 100644 8_ai-ml/ai-foundry/terraform.tfvars
 create mode 100644 8_ai-ml/ai-foundry/variables.tf
 create mode 100644 8_ai-ml/ai-search/README.md
 create mode 100644 8_ai-ml/ai-search/main.tf
 create mode 100644 8_ai-ml/ai-search/outputs.tf
 create mode 100644 8_ai-ml/ai-search/provider.tf
 create mode 100644 8_ai-ml/ai-search/terraform.tfvars
 create mode 100644 8_ai-ml/ai-search/variables.tf
 create mode 100644 8_ai-ml/ai-services/README.md
 create mode 100644 8_ai-ml/ai-services/main.tf
 create mode 100644 8_ai-ml/ai-services/outputs.tf
 create mode 100644 8_ai-ml/ai-services/provider.tf
 create mode 100644 8_ai-ml/ai-services/terraform.tfvars
 create mode 100644 8_ai-ml/ai-services/variables.tf

diff --git a/8_ai-ml/README.md b/8_ai-ml/README.md
index 56ef391..90e480e 100644
--- a/8_ai-ml/README.md
+++ b/8_ai-ml/README.md
@@ -5,13 +5,20 @@ Costa Rica
 [![GitHub](https://img.shields.io/badge/--181717?logo=github&logoColor=ffffff)](https://github.com/)
 [brown9804](https://github.com/brown9804)
 
-Last updated: 2026-02-09
+Last updated: 2026-02-16
 
 ------------------------------------------
 
 > [!IMPORTANT]
 > This folder contains sample Terraform templates for Azure AI and machine learning services. These templates are starting points and should be customized based on your application needs.
 
+## Templates available
+
+- [Azure Machine Learning (Workspace)](./machine-learning)
+- [Azure AI Search (Search Service)](./ai-search)
+- [Azure AI Services (Cognitive Services Account)](./ai-services)
+- [Microsoft Foundry (Azure AI Foundry Account + Project)](./ai-foundry)
+
 <!-- START BADGE -->
 <div align="center">
   <img src="https://img.shields.io/badge/Total%20views-1857-limegreen" alt="Total views">
diff --git a/8_ai-ml/ai-foundry/README.md b/8_ai-ml/ai-foundry/README.md
new file mode 100644
index 0000000..771d18c
--- /dev/null
+++ b/8_ai-ml/ai-foundry/README.md
@@ -0,0 +1,22 @@
+# Terraform Template - Microsoft Foundry (Azure AI Foundry)
+
+Costa Rica
+
+[![GitHub](https://img.shields.io/badge/--181717?logo=github&logoColor=ffffff)](https://github.com/)
+[brown9804](https://github.com/brown9804)
+
+Last updated: 2026-02-16
+
+------------------------------------------
+
+> This template creates a Microsoft Foundry account (Cognitive Services account kind `AIServices`) and an optional Foundry project.
+
+## Usage
+
+```sh
+az login
+terraform init -upgrade
+terraform validate
+terraform plan
+terraform apply -auto-approve
+```
diff --git a/8_ai-ml/ai-foundry/main.tf b/8_ai-ml/ai-foundry/main.tf
new file mode 100644
index 0000000..5f01dd7
--- /dev/null
+++ b/8_ai-ml/ai-foundry/main.tf
@@ -0,0 +1,124 @@
+data "azurerm_client_config" "current" {}
+
+resource "azapi_resource" "resource_group" {
+  type      = "Microsoft.Resources/resourceGroups@2022-09-01"
+  name      = var.resource_group_name
+  location  = var.location
+  parent_id = "/subscriptions/${data.azurerm_client_config.current.subscription_id}"
+
+  body = jsonencode({
+    tags = var.tags
+  })
+
+  response_export_values = [
+    "id",
+    "name"
+  ]
+}
+
+resource "random_string" "suffix" {
+  length  = var.random_suffix_length
+  upper   = false
+  special = false
+  numeric = true
+
+  keepers = {
+    resource_group_name      = var.resource_group_name
+    location                 = var.location
+    base_name                = var.foundry_account_name
+    sku                      = var.sku_name
+    allow_project_management = tostring(var.allow_project_management)
+    public_network_access    = tostring(var.public_network_access_enabled)
+  }
+}
+
+locals {
+  suffix   = var.append_random_suffix ? random_string.suffix.result : ""
+  name_raw = var.append_random_suffix ? "${var.foundry_account_name}-${local.suffix}" : var.foundry_account_name
+
+  custom_subdomain_name_effective = (
+    (var.custom_subdomain_name != null ? trimspace(var.custom_subdomain_name) : "") != ""
+    ? trimspace(var.custom_subdomain_name)
+    : "cog-${replace(lower(local.name_raw), "_", "-")}" # best-effort derivation
+  )
+
+  project_name_effective = (
+    (var.project_name != null ? trimspace(var.project_name) : "") != ""
+    ? trimspace(var.project_name)
+    : substr(replace(local.name_raw, "-", ""), 0, 64)
+  )
+
+  project_display_name_effective = (
+    (var.project_display_name != null ? trimspace(var.project_display_name) : "") != ""
+    ? trimspace(var.project_display_name)
+    : "project-${local.name_raw}"
+  )
+
+  public_network_access = var.public_network_access_enabled ? "Enabled" : "Disabled"
+}
+
+resource "azapi_resource" "foundry_account" {
+  # Use the newer api-version so Foundry-specific properties (like allowProjectManagement)
+  # are recognized by the resource provider. Schema validation is disabled to avoid
+  # AzAPI embedded schema lagging the service.
+  type                      = "Microsoft.CognitiveServices/accounts@2025-06-01"
+  schema_validation_enabled = false
+  name                      = local.name_raw
+  location                  = var.location
+  parent_id                 = azapi_resource.resource_group.id
+
+  identity {
+    type = var.enable_system_assigned_identity ? "SystemAssigned" : "None"
+  }
+
+  body = jsonencode({
+    kind = "AIServices"
+    properties = {
+      allowProjectManagement        = var.allow_project_management
+      customSubDomainName           = local.custom_subdomain_name_effective
+      publicNetworkAccess           = local.public_network_access
+      disableLocalAuth              = false
+      dynamicThrottlingEnabled      = false
+      restrictOutboundNetworkAccess = false
+    }
+    sku = {
+      name = var.sku_name
+    }
+    tags = var.tags
+  })
+
+  response_export_values = ["*"]
+
+  depends_on = [
+    azapi_resource.resource_group
+  ]
+}
+
+resource "azapi_resource" "foundry_project" {
+  count = var.create_project ? 1 : 0
+
+  # The projects subresource may not have schema coverage in AzAPI; disable schema validation.
+  type                      = "Microsoft.CognitiveServices/accounts/projects@2025-06-01"
+  schema_validation_enabled = false
+  name                      = local.project_name_effective
+  location                  = var.location
+  parent_id                 = azapi_resource.foundry_account.id
+
+  identity {
+    type = "SystemAssigned"
+  }
+
+  body = jsonencode({
+    properties = {
+      displayName = local.project_display_name_effective
+      description = var.project_description
+    }
+    tags = var.tags
+  })
+
+  response_export_values = ["*"]
+
+  depends_on = [
+    azapi_resource.foundry_account
+  ]
+}
diff --git a/8_ai-ml/ai-foundry/outputs.tf b/8_ai-ml/ai-foundry/outputs.tf
new file mode 100644
index 0000000..d2f3394
--- /dev/null
+++ b/8_ai-ml/ai-foundry/outputs.tf
@@ -0,0 +1,29 @@
+output "resource_group_id" {
+  description = "The resource ID of the Resource Group."
+  value       = azapi_resource.resource_group.id
+}
+
+output "foundry_account_id" {
+  description = "The resource ID of the Foundry account (Cognitive Services account kind AIServices)."
+  value       = azapi_resource.foundry_account.id
+}
+
+output "foundry_account_name" {
+  description = "The name of the Foundry account."
+  value       = azapi_resource.foundry_account.name
+}
+
+output "foundry_account_endpoint" {
+  description = "The endpoint of the Foundry account (when available in the resource properties)."
+  value       = try(jsondecode(azapi_resource.foundry_account.output).properties.endpoint, null)
+}
+
+output "foundry_project_id" {
+  description = "The resource ID of the Foundry project (if created)."
+  value       = try(azapi_resource.foundry_project[0].id, null)
+}
+
+output "foundry_project_name" {
+  description = "The name of the Foundry project (if created)."
+  value       = try(azapi_resource.foundry_project[0].name, null)
+}
diff --git a/8_ai-ml/ai-foundry/provider.tf b/8_ai-ml/ai-foundry/provider.tf
new file mode 100644
index 0000000..e3a2be8
--- /dev/null
+++ b/8_ai-ml/ai-foundry/provider.tf
@@ -0,0 +1,35 @@
+terraform {
+  required_version = ">= 1.8, < 2.0"
+
+  required_providers {
+    azurerm = {
+      source  = "hashicorp/azurerm"
+      version = "~> 3.116"
+    }
+
+    azapi = {
+      source  = "Azure/azapi"
+      version = "~> 1.13"
+    }
+
+    random = {
+      source  = "hashicorp/random"
+      version = "~> 3.6"
+    }
+  }
+}
+
+provider "azurerm" {
+  features {
+    resource_group {
+      prevent_deletion_if_contains_resources = false
+    }
+  }
+
+  # Uses the current Azure CLI context (az login + az account set)
+  skip_provider_registration = false
+}
+
+provider "azapi" {
+  # Uses the current Azure CLI context (az login + az account set)
+}
diff --git a/8_ai-ml/ai-foundry/terraform.tfvars b/8_ai-ml/ai-foundry/terraform.tfvars
new file mode 100644
index 0000000..e92491a
--- /dev/null
+++ b/8_ai-ml/ai-foundry/terraform.tfvars
@@ -0,0 +1,20 @@
+resource_group_name = "rg-ai-foundry-dev"
+location            = "eastus"
+
+append_random_suffix = true
+random_suffix_length = 6
+
+foundry_account_name            = "aifoundry-dev"
+sku_name                        = "S0"
+allow_project_management        = true
+public_network_access_enabled   = true
+enable_system_assigned_identity = true
+
+create_project      = true
+project_description = ""
+
+tags = {
+  env  = "dev"
+  area = "ai-ml"
+  iac  = "terraform"
+}
diff --git a/8_ai-ml/ai-foundry/variables.tf b/8_ai-ml/ai-foundry/variables.tf
new file mode 100644
index 0000000..54a06c5
--- /dev/null
+++ b/8_ai-ml/ai-foundry/variables.tf
@@ -0,0 +1,106 @@
+variable "resource_group_name" {
+  description = "The name of the Azure Resource Group to deploy into. This template will create the RG if it does not exist (idempotent ARM PUT)."
+  type        = string
+
+  validation {
+    condition     = length(trimspace(var.resource_group_name)) > 0
+    error_message = "resource_group_name must not be empty."
+  }
+}
+
+variable "location" {
+  description = "The Azure region for the deployment."
+  type        = string
+
+  validation {
+    condition     = length(trimspace(var.location)) > 0
+    error_message = "location must not be empty."
+  }
+}
+
+variable "append_random_suffix" {
+  description = "Whether to append a random suffix to names to reduce naming collisions."
+  type        = bool
+  default     = true
+}
+
+variable "random_suffix_length" {
+  description = "Length of the random suffix appended when append_random_suffix is true."
+  type        = number
+  default     = 6
+
+  validation {
+    condition     = var.random_suffix_length >= 4 && var.random_suffix_length <= 16
+    error_message = "random_suffix_length must be between 4 and 16."
+  }
+}
+
+variable "foundry_account_name" {
+  description = "Base name for the Microsoft Foundry account (Cognitive Services account kind 'AIServices'). If append_random_suffix is true, the final name will be '<base>-<suffix>'."
+  type        = string
+
+  validation {
+    condition     = length(trimspace(var.foundry_account_name)) >= 2 && length(var.foundry_account_name) <= 48
+    error_message = "foundry_account_name must be between 2 and 48 characters to leave room for optional '-<suffix>'."
+  }
+}
+
+variable "sku_name" {
+  description = "SKU name (for example: S0)."
+  type        = string
+  default     = "S0"
+}
+
+variable "allow_project_management" {
+  description = "Enable/Disable project management for Foundry. Must be true to create projects under the account."
+  type        = bool
+  default     = true
+}
+
+variable "custom_subdomain_name" {
+  description = "Optional custom subdomain for token-based auth. Some configurations require this. If null, a default value is derived from the account name."
+  type        = string
+  default     = null
+}
+
+variable "public_network_access_enabled" {
+  description = "Whether public network access is enabled for the Foundry account."
+  type        = bool
+  default     = true
+}
+
+variable "create_project" {
+  description = "Whether to create a Foundry project under the account."
+  type        = bool
+  default     = true
+}
+
+variable "project_name" {
+  description = "Name of the Foundry project resource (2-64, pattern: ^[a-zA-Z0-9][a-zA-Z0-9_.-]*$). If null and create_project is true, a default value is derived."
+  type        = string
+  default     = null
+}
+
+variable "project_display_name" {
+  description = "Display name for the project."
+  type        = string
+  default     = null
+}
+
+variable "project_description" {
+  description = "Description for the project."
+  type        = string
+  default     = ""
+}
+
+variable "enable_system_assigned_identity" {
+  description = "Whether to enable a System Assigned Managed Identity on the Foundry account."
+  type        = bool
+  default     = true
+}
+
+variable "tags" {
+  description = "A map of tags to assign to resources."
+  type        = map(string)
+  default     = {}
+}
diff --git a/8_ai-ml/ai-search/README.md b/8_ai-ml/ai-search/README.md
new file mode 100644
index 0000000..46038c0
--- /dev/null
+++ b/8_ai-ml/ai-search/README.md
@@ -0,0 +1,22 @@
+# Terraform Template - Azure AI Search
+
+Costa Rica
+
+[![GitHub](https://img.shields.io/badge/--181717?logo=github&logoColor=ffffff)](https://github.com/)
+[brown9804](https://github.com/brown9804)
+
+Last updated: 2026-02-16
+
+------------------------------------------
+
+> This template creates an Azure AI Search service.
+
+## Usage
+
+```sh
+az login
+terraform init -upgrade
+terraform validate
+terraform plan
+terraform apply -auto-approve
+```
diff --git a/8_ai-ml/ai-search/main.tf b/8_ai-ml/ai-search/main.tf
new file mode 100644
index 0000000..666f148
--- /dev/null
+++ b/8_ai-ml/ai-search/main.tf
@@ -0,0 +1,56 @@
+data "azurerm_client_config" "current" {}
+
+resource "azapi_resource" "resource_group" {
+  type      = "Microsoft.Resources/resourceGroups@2022-09-01"
+  name      = var.resource_group_name
+  location  = var.location
+  parent_id = "/subscriptions/${data.azurerm_client_config.current.subscription_id}"
+
+  body = jsonencode({
+    tags = var.tags
+  })
+
+  response_export_values = [
+    "id",
+    "name"
+  ]
+}
+
+resource "random_string" "suffix" {
+  length  = var.random_suffix_length
+  upper   = false
+  special = false
+  numeric = true
+
+  keepers = {
+    resource_group_name = var.resource_group_name
+    location            = var.location
+    base_name           = var.search_service_name
+    sku                 = var.sku
+  }
+}
+
+locals {
+  suffix         = var.append_random_suffix ? random_string.suffix.result : ""
+  name_raw       = lower(var.append_random_suffix ? "${var.search_service_name}-${local.suffix}" : var.search_service_name)
+  name_sanitized = substr(join("", regexall("[a-z0-9-]", local.name_raw)), 0, 60)
+}
+
+resource "azurerm_search_service" "search" {
+  name                = local.name_sanitized
+  resource_group_name = var.resource_group_name
+  location            = var.location
+
+  sku             = var.sku
+  replica_count   = var.replica_count
+  partition_count = var.partition_count
+
+  public_network_access_enabled = var.public_network_access_enabled
+  local_authentication_enabled  = var.local_authentication_enabled
+
+  tags = var.tags
+
+  depends_on = [
+    azapi_resource.resource_group
+  ]
+}
diff --git a/8_ai-ml/ai-search/outputs.tf b/8_ai-ml/ai-search/outputs.tf
new file mode 100644
index 0000000..4f88cdd
--- /dev/null
+++ b/8_ai-ml/ai-search/outputs.tf
@@ -0,0 +1,19 @@
+output "resource_group_id" {
+  description = "The resource ID of the Resource Group."
+  value       = azapi_resource.resource_group.id
+}
+
+output "search_service_id" {
+  description = "The resource ID of the Azure AI Search service."
+  value       = azurerm_search_service.search.id
+}
+
+output "search_service_name" {
+  description = "The name of the Azure AI Search service."
+  value       = azurerm_search_service.search.name
+}
+
+output "search_service_endpoint" {
+  description = "The endpoint of the Azure AI Search service."
+  value       = "https://${azurerm_search_service.search.name}.search.windows.net"
+}
diff --git a/8_ai-ml/ai-search/provider.tf b/8_ai-ml/ai-search/provider.tf
new file mode 100644
index 0000000..e3a2be8
--- /dev/null
+++ b/8_ai-ml/ai-search/provider.tf
@@ -0,0 +1,35 @@
+terraform {
+  required_version = ">= 1.8, < 2.0"
+
+  required_providers {
+    azurerm = {
+      source  = "hashicorp/azurerm"
+      version = "~> 3.116"
+    }
+
+    azapi = {
+      source  = "Azure/azapi"
+      version = "~> 1.13"
+    }
+
+    random = {
+      source  = "hashicorp/random"
+      version = "~> 3.6"
+    }
+  }
+}
+
+provider "azurerm" {
+  features {
+    resource_group {
+      prevent_deletion_if_contains_resources = false
+    }
+  }
+
+  # Uses the current Azure CLI context (az login + az account set)
+  skip_provider_registration = false
+}
+
+provider "azapi" {
+  # Uses the current Azure CLI context (az login + az account set)
+}
diff --git a/8_ai-ml/ai-search/terraform.tfvars b/8_ai-ml/ai-search/terraform.tfvars
new file mode 100644
index 0000000..01b471a
--- /dev/null
+++ b/8_ai-ml/ai-search/terraform.tfvars
@@ -0,0 +1,19 @@
+resource_group_name = "rg-ai-search-dev"
+location            = "eastus"
+
+append_random_suffix = true
+random_suffix_length = 6
+
+search_service_name = "srch-dev"
+sku                 = "basic"
+replica_count       = 1
+partition_count     = 1
+
+public_network_access_enabled = true
+local_authentication_enabled  = true
+
+tags = {
+  env  = "dev"
+  area = "ai-ml"
+  iac  = "terraform"
+}
diff --git a/8_ai-ml/ai-search/variables.tf b/8_ai-ml/ai-search/variables.tf
new file mode 100644
index 0000000..4a16a36
--- /dev/null
+++ b/8_ai-ml/ai-search/variables.tf
@@ -0,0 +1,82 @@
+variable "resource_group_name" {
+  description = "The name of the Azure Resource Group to deploy into. This template will create the RG if it does not exist (idempotent ARM PUT)."
+  type        = string
+
+  validation {
+    condition     = length(trimspace(var.resource_group_name)) > 0
+    error_message = "resource_group_name must not be empty."
+  }
+}
+
+variable "location" {
+  description = "The Azure region for the deployment."
+  type        = string
+
+  validation {
+    condition     = length(trimspace(var.location)) > 0
+    error_message = "location must not be empty."
+  }
+}
+
+variable "append_random_suffix" {
+  description = "Whether to append a random suffix to the service name to reduce naming collisions."
+  type        = bool
+  default     = true
+}
+
+variable "random_suffix_length" {
+  description = "Length of the random suffix appended when append_random_suffix is true."
+  type        = number
+  default     = 6
+
+  validation {
+    condition     = var.random_suffix_length >= 4 && var.random_suffix_length <= 16
+    error_message = "random_suffix_length must be between 4 and 16."
+  }
+}
+
+variable "search_service_name" {
+  description = "Base name for the Azure AI Search service. If append_random_suffix is true, the final name will be '<base>-<suffix>' (then sanitized to lowercase letters/numbers/hyphens)."
+  type        = string
+
+  validation {
+    condition     = length(trimspace(var.search_service_name)) >= 2 && length(var.search_service_name) <= 48
+    error_message = "search_service_name must be between 2 and 48 characters to leave room for optional '-<suffix>'."
+  }
+}
+
+variable "sku" {
+  description = "Azure AI Search SKU (for example: basic, standard, standard2, standard3)."
+  type        = string
+  default     = "basic"
+}
+
+variable "replica_count" {
+  description = "Number of replicas."
+  type        = number
+  default     = 1
+}
+
+variable "partition_count" {
+  description = "Number of partitions."
+  type        = number
+  default     = 1
+}
+
+variable "public_network_access_enabled" {
+  description = "Whether public network access is enabled."
+  type        = bool
+  default     = true
+}
+
+variable "local_authentication_enabled" {
+  description = "Whether local API key auth is enabled."
+  type        = bool
+  default     = true
+}
+
+variable "tags" {
+  description = "A map of tags to assign to resources."
+  type        = map(string)
+  default     = {}
+}
diff --git a/8_ai-ml/ai-services/README.md b/8_ai-ml/ai-services/README.md
new file mode 100644
index 0000000..05a33ca
--- /dev/null
+++ b/8_ai-ml/ai-services/README.md
@@ -0,0 +1,22 @@
+# Terraform Template - Azure AI Services (Cognitive Services Account)
+
+Costa Rica
+
+[![GitHub](https://img.shields.io/badge/--181717?logo=github&logoColor=ffffff)](https://github.com/)
+[brown9804](https://github.com/brown9804)
+
+Last updated: 2026-02-16
+
+------------------------------------------
+
+> This template creates a Cognitive Services account (Azure AI Services). Configure `kind` for your workload (for example OpenAI, SpeechServices, TextAnalytics).
+
+## Usage
+
+```sh
+az login
+terraform init -upgrade
+terraform validate
+terraform plan
+terraform apply -auto-approve
+```
diff --git a/8_ai-ml/ai-services/main.tf b/8_ai-ml/ai-services/main.tf
new file mode 100644
index 0000000..02f15e1
--- /dev/null
+++ b/8_ai-ml/ai-services/main.tf
@@ -0,0 +1,62 @@
+data "azurerm_client_config" "current" {}
+
+resource "azapi_resource" "resource_group" {
+  type      = "Microsoft.Resources/resourceGroups@2022-09-01"
+  name      = var.resource_group_name
+  location  = var.location
+  parent_id = "/subscriptions/${data.azurerm_client_config.current.subscription_id}"
+
+  body = jsonencode({
+    tags = var.tags
+  })
+
+  response_export_values = [
+    "id",
+    "name"
+  ]
+}
+
+resource "random_string" "suffix" {
+  length  = var.random_suffix_length
+  upper   = false
+  special = false
+  numeric = true
+
+  keepers = {
+    resource_group_name = var.resource_group_name
+    location            = var.location
+    base_name           = var.cognitive_account_name
+    kind                = var.kind
+    sku                 = var.sku_name
+  }
+}
+
+locals {
+  suffix   = var.append_random_suffix ? random_string.suffix.result : ""
+  name_raw = var.append_random_suffix ? "${var.cognitive_account_name}-${local.suffix}" : var.cognitive_account_name
+}
+
+resource "azurerm_cognitive_account" "cog" {
+  name                = local.name_raw
+  location            = var.location
+  resource_group_name = var.resource_group_name
+
+  kind     = var.kind
+  sku_name = var.sku_name
+
+  custom_subdomain_name         = var.custom_subdomain_name
+  public_network_access_enabled = var.public_network_access_enabled
+
+  dynamic "identity" {
+    for_each = var.enable_system_assigned_identity ? [1] : []
+    content {
+      type = "SystemAssigned"
+    }
+  }
+
+  tags = var.tags
+
+  depends_on = [
+    azapi_resource.resource_group
+  ]
+}
diff --git a/8_ai-ml/ai-services/outputs.tf b/8_ai-ml/ai-services/outputs.tf
new file mode 100644
index 0000000..68a86a1
--- /dev/null
+++ b/8_ai-ml/ai-services/outputs.tf
@@ -0,0 +1,19 @@
+output "resource_group_id" {
+  description = "The resource ID of the Resource Group."
+  value       = azapi_resource.resource_group.id
+}
+
+output "cognitive_account_id" {
+  description = "The resource ID of the Cognitive Services account."
+  value       = azurerm_cognitive_account.cog.id
+}
+
+output "cognitive_account_name" {
+  description = "The name of the Cognitive Services account."
+  value       = azurerm_cognitive_account.cog.name
+}
+
+output "cognitive_account_endpoint" {
+  description = "The endpoint of the Cognitive Services account."
+  value       = azurerm_cognitive_account.cog.endpoint
+}
diff --git a/8_ai-ml/ai-services/provider.tf b/8_ai-ml/ai-services/provider.tf
new file mode 100644
index 0000000..e3a2be8
--- /dev/null
+++ b/8_ai-ml/ai-services/provider.tf
@@ -0,0 +1,35 @@
+terraform {
+  required_version = ">= 1.8, < 2.0"
+
+  required_providers {
+    azurerm = {
+      source  = "hashicorp/azurerm"
+      version = "~> 3.116"
+    }
+
+    azapi = {
+      source  = "Azure/azapi"
+      version = "~> 1.13"
+    }
+
+    random = {
+      source  = "hashicorp/random"
+      version = "~> 3.6"
+    }
+  }
+}
+
+provider "azurerm" {
+  features {
+    resource_group {
+      prevent_deletion_if_contains_resources = false
+    }
+  }
+
+  # Uses the current Azure CLI context (az login + az account set)
+  skip_provider_registration = false
+}
+
+provider "azapi" {
+  # Uses the current Azure CLI context (az login + az account set)
+}
diff --git a/8_ai-ml/ai-services/terraform.tfvars b/8_ai-ml/ai-services/terraform.tfvars
new file mode 100644
index 0000000..8b24152
--- /dev/null
+++ b/8_ai-ml/ai-services/terraform.tfvars
@@ -0,0 +1,21 @@
+resource_group_name = "rg-ai-services-dev"
+location            = "eastus"
+
+append_random_suffix = true
+random_suffix_length = 6
+
+cognitive_account_name = "aiservices-dev"
+kind                   = "CognitiveServices"
+sku_name               = "S0"
+
+public_network_access_enabled   = true
+enable_system_assigned_identity = true
+
+# Optional
+# custom_subdomain_name = "myaiservicesdev"
+
+tags = {
+  env  = "dev"
+  area = "ai-ml"
+  iac  = "terraform"
+}
diff --git a/8_ai-ml/ai-services/variables.tf b/8_ai-ml/ai-services/variables.tf
new file mode 100644
index 0000000..4cd39c7
--- /dev/null
+++ b/8_ai-ml/ai-services/variables.tf
@@ -0,0 +1,82 @@
+variable "resource_group_name" {
+  description = "The name of the Azure Resource Group to deploy into. This template will create the RG if it does not exist (idempotent ARM PUT)."
+  type        = string
+
+  validation {
+    condition     = length(trimspace(var.resource_group_name)) > 0
+    error_message = "resource_group_name must not be empty."
+  }
+}
+
+variable "location" {
+  description = "The Azure region for the deployment."
+  type        = string
+
+  validation {
+    condition     = length(trimspace(var.location)) > 0
+    error_message = "location must not be empty."
+  }
+}
+
+variable "append_random_suffix" {
+  description = "Whether to append a random suffix to the account name to reduce naming collisions."
+  type        = bool
+  default     = true
+}
+
+variable "random_suffix_length" {
+  description = "Length of the random suffix appended when append_random_suffix is true."
+  type        = number
+  default     = 6
+
+  validation {
+    condition     = var.random_suffix_length >= 4 && var.random_suffix_length <= 16
+    error_message = "random_suffix_length must be between 4 and 16."
+  }
+}
+
+variable "cognitive_account_name" {
+  description = "Base name for the Azure AI Services (Cognitive Services) account. If append_random_suffix is true, the final name will be '<base>-<suffix>'."
+  type        = string
+
+  validation {
+    condition     = length(trimspace(var.cognitive_account_name)) >= 2 && length(var.cognitive_account_name) <= 48
+    error_message = "cognitive_account_name must be between 2 and 48 characters to leave room for optional '-<suffix>'."
+  }
+}
+
+variable "kind" {
+  description = "Cognitive Services kind (examples: CognitiveServices, OpenAI, SpeechServices, TextAnalytics, ComputerVision)."
+  type        = string
+  default     = "CognitiveServices"
+}
+
+variable "sku_name" {
+  description = "SKU name (for example: S0)."
+  type        = string
+  default     = "S0"
+}
+
+variable "custom_subdomain_name" {
+  description = "Optional custom subdomain for token-based auth. Some configurations (like private endpoints/network ACLs) require this."
+  type        = string
+  default     = null
+}
+
+variable "public_network_access_enabled" {
+  description = "Whether public network access is enabled."
+  type        = bool
+  default     = true
+}
+
+variable "enable_system_assigned_identity" {
+  description = "Whether to enable a System Assigned Managed Identity on the account."
+  type        = bool
+  default     = true
+}
+
+variable "tags" {
+  description = "A map of tags to assign to resources."
+  type        = map(string)
+  default     = {}
+}
diff --git a/README.md b/README.md
index 10bbdc0..6b9489c 100644
--- a/README.md
+++ b/README.md
@@ -135,6 +135,10 @@ Last updated: 2026-02-16
 <summary><b> AI and ML </b> (Click to expand) </summary>
 
 - [AI and ML](./8_ai-ml)
+  - [Azure Machine Learning (Workspace)](./8_ai-ml/machine-learning)
+  - [Azure AI Search (Search Service)](./8_ai-ml/ai-search)
+  - [Azure AI Services (Cognitive Services Account)](./8_ai-ml/ai-services)
+  - [Microsoft Foundry (Azure AI Foundry)](./8_ai-ml/ai-foundry)
 
 </details>
 

From 0c6c550ab37953ab8d62ddade3a3cabe86357866 Mon Sep 17 00:00:00 2001
From: Timna Brown <24630902+brown9804@users.noreply.github.com>
Date: Tue, 17 Feb 2026 15:52:55 -0600
Subject: [PATCH 2/8] Enhance README with additional images

Added images to the README for better visualization.
---
 8_ai-ml/ai-foundry/README.md | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/8_ai-ml/ai-foundry/README.md b/8_ai-ml/ai-foundry/README.md
index 771d18c..b463dbb 100644
--- a/8_ai-ml/ai-foundry/README.md
+++ b/8_ai-ml/ai-foundry/README.md
@@ -11,6 +11,12 @@ Last updated: 2026-02-16
 
 > This template creates a Microsoft Foundry account (Cognitive Services account kind `AIServices`) and an optional Foundry project.
 
+<img width="650" alt="image" src="https://github.com/user-attachments/assets/2a2533c3-3052-43ea-be41-02eea066bdd1" />
+
+<img width="650" alt="image" src="https://github.com/user-attachments/assets/303fb22c-3bdb-4ed3-9691-87ea72a0ecc3" />
+
+<img width="650" alt="image" src="https://github.com/user-attachments/assets/4319f24c-e3df-483f-9a8f-73095ca4b10e" />
+
 ## Usage
 
 ```sh

From 0da5e916ea563a7565df4deb045d6ec0019c69a8 Mon Sep 17 00:00:00 2001
From: brown9804 <timnab@microsoft.com>
Date: Tue, 17 Feb 2026 15:57:27 -0600
Subject: [PATCH 3/8] badges

---
 5_analytics-bigdata/event-hub/README.md         | 7 +++++++
 5_analytics-bigdata/fabric/README.md            | 7 +++++++
 6_monitoring-management/advisor/README.md       | 7 +++++++
 6_monitoring-management/automation/README.md    | 7 +++++++
 6_monitoring-management/log-analytics/README.md | 7 +++++++
 6_monitoring-management/monitor/README.md       | 7 +++++++
 8_ai-ml/ai-foundry/README.md                    | 7 +++++++
 8_ai-ml/ai-search/README.md                     | 7 +++++++
 8_ai-ml/ai-services/README.md                   | 7 +++++++
 8_ai-ml/machine-learning/README.md              | 7 +++++++
 10 files changed, 70 insertions(+)

diff --git a/5_analytics-bigdata/event-hub/README.md b/5_analytics-bigdata/event-hub/README.md
index 63462c0..f70a528 100644
--- a/5_analytics-bigdata/event-hub/README.md
+++ b/5_analytics-bigdata/event-hub/README.md
@@ -78,3 +78,10 @@ Last updated: 2026-02-16
    ```sh
    terraform apply -auto-approve
    ```
+
+<!-- START BADGE -->
+<div align="center">
+   <img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
+   <p>Refresh Date: 2026-02-17</p>
+</div>
+<!-- END BADGE -->
diff --git a/5_analytics-bigdata/fabric/README.md b/5_analytics-bigdata/fabric/README.md
index 6d3c624..dbeb8a2 100644
--- a/5_analytics-bigdata/fabric/README.md
+++ b/5_analytics-bigdata/fabric/README.md
@@ -83,3 +83,10 @@ Last updated: 2026-02-16
    ```sh
    terraform apply -auto-approve
    ```
+
+<!-- START BADGE -->
+<div align="center">
+   <img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
+   <p>Refresh Date: 2026-02-17</p>
+</div>
+<!-- END BADGE -->
diff --git a/6_monitoring-management/advisor/README.md b/6_monitoring-management/advisor/README.md
index f346da9..0fee755 100644
--- a/6_monitoring-management/advisor/README.md
+++ b/6_monitoring-management/advisor/README.md
@@ -25,3 +25,10 @@ terraform validate
 terraform plan
 terraform apply -auto-approve
 ```
+
+<!-- START BADGE -->
+<div align="center">
+	<img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
+	<p>Refresh Date: 2026-02-17</p>
+</div>
+<!-- END BADGE -->
diff --git a/6_monitoring-management/automation/README.md b/6_monitoring-management/automation/README.md
index 6e03c82..79dd056 100644
--- a/6_monitoring-management/automation/README.md
+++ b/6_monitoring-management/automation/README.md
@@ -32,3 +32,10 @@ terraform validate
 terraform plan
 terraform apply -auto-approve
 ```
+
+<!-- START BADGE -->
+<div align="center">
+	<img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
+	<p>Refresh Date: 2026-02-17</p>
+</div>
+<!-- END BADGE -->
diff --git a/6_monitoring-management/log-analytics/README.md b/6_monitoring-management/log-analytics/README.md
index cc4fd10..9a74882 100644
--- a/6_monitoring-management/log-analytics/README.md
+++ b/6_monitoring-management/log-analytics/README.md
@@ -49,3 +49,10 @@ terraform validate
 terraform plan
 terraform apply -auto-approve
 ```
+
+<!-- START BADGE -->
+<div align="center">
+	<img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
+	<p>Refresh Date: 2026-02-17</p>
+</div>
+<!-- END BADGE -->
diff --git a/6_monitoring-management/monitor/README.md b/6_monitoring-management/monitor/README.md
index 4fe8344..662a130 100644
--- a/6_monitoring-management/monitor/README.md
+++ b/6_monitoring-management/monitor/README.md
@@ -22,3 +22,10 @@ terraform validate
 terraform plan
 terraform apply -auto-approve
 ```
+
+<!-- START BADGE -->
+<div align="center">
+	<img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
+	<p>Refresh Date: 2026-02-17</p>
+</div>
+<!-- END BADGE -->
diff --git a/8_ai-ml/ai-foundry/README.md b/8_ai-ml/ai-foundry/README.md
index b463dbb..3e34329 100644
--- a/8_ai-ml/ai-foundry/README.md
+++ b/8_ai-ml/ai-foundry/README.md
@@ -26,3 +26,10 @@ terraform validate
 terraform plan
 terraform apply -auto-approve
 ```
+
+<!-- START BADGE -->
+<div align="center">
+	<img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
+	<p>Refresh Date: 2026-02-17</p>
+</div>
+<!-- END BADGE -->
diff --git a/8_ai-ml/ai-search/README.md b/8_ai-ml/ai-search/README.md
index 46038c0..e884b79 100644
--- a/8_ai-ml/ai-search/README.md
+++ b/8_ai-ml/ai-search/README.md
@@ -20,3 +20,10 @@ terraform validate
 terraform plan
 terraform apply -auto-approve
 ```
+
+<!-- START BADGE -->
+<div align="center">
+	<img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
+	<p>Refresh Date: 2026-02-17</p>
+</div>
+<!-- END BADGE -->
diff --git a/8_ai-ml/ai-services/README.md b/8_ai-ml/ai-services/README.md
index 05a33ca..6078088 100644
--- a/8_ai-ml/ai-services/README.md
+++ b/8_ai-ml/ai-services/README.md
@@ -20,3 +20,10 @@ terraform validate
 terraform plan
 terraform apply -auto-approve
 ```
+
+<!-- START BADGE -->
+<div align="center">
+	<img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
+	<p>Refresh Date: 2026-02-17</p>
+</div>
+<!-- END BADGE -->
diff --git a/8_ai-ml/machine-learning/README.md b/8_ai-ml/machine-learning/README.md
index cd09652..42f3739 100644
--- a/8_ai-ml/machine-learning/README.md
+++ b/8_ai-ml/machine-learning/README.md
@@ -26,3 +26,10 @@ terraform validate
 terraform plan
 terraform apply -auto-approve
 ```
+
+<!-- START BADGE -->
+<div align="center">
+	<img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
+	<p>Refresh Date: 2026-02-17</p>
+</div>
+<!-- END BADGE -->

From fff36896c60dc63f4ae7822a8fe267bd7f5bf97d Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Tue, 17 Feb 2026 21:59:19 +0000
Subject: [PATCH 4/8] Update last modified date in Markdown files

---
 5_analytics-bigdata/event-hub/README.md         | 2 +-
 5_analytics-bigdata/fabric/README.md            | 2 +-
 6_monitoring-management/advisor/README.md       | 2 +-
 6_monitoring-management/automation/README.md    | 2 +-
 6_monitoring-management/log-analytics/README.md | 2 +-
 6_monitoring-management/monitor/README.md       | 2 +-
 8_ai-ml/ai-foundry/README.md                    | 2 +-
 8_ai-ml/ai-search/README.md                     | 2 +-
 8_ai-ml/ai-services/README.md                   | 2 +-
 9 files changed, 9 insertions(+), 9 deletions(-)

diff --git a/5_analytics-bigdata/event-hub/README.md b/5_analytics-bigdata/event-hub/README.md
index f70a528..2beff23 100644
--- a/5_analytics-bigdata/event-hub/README.md
+++ b/5_analytics-bigdata/event-hub/README.md
@@ -5,7 +5,7 @@ Costa Rica
 [![GitHub](https://img.shields.io/badge/--181717?logo=github&logoColor=ffffff)](https://github.com/)
 [brown9804](https://github.com/brown9804)
 
-Last updated: 2026-02-16
+Last updated: 2026-02-17
 
 ------------------------------------------
 
diff --git a/5_analytics-bigdata/fabric/README.md b/5_analytics-bigdata/fabric/README.md
index dbeb8a2..7f8272b 100644
--- a/5_analytics-bigdata/fabric/README.md
+++ b/5_analytics-bigdata/fabric/README.md
@@ -5,7 +5,7 @@ Costa Rica
 [![GitHub](https://img.shields.io/badge/--181717?logo=github&logoColor=ffffff)](https://github.com/)
 [brown9804](https://github.com/brown9804)
 
-Last updated: 2026-02-16
+Last updated: 2026-02-17
 
 ------------------------------------------
 
diff --git a/6_monitoring-management/advisor/README.md b/6_monitoring-management/advisor/README.md
index 0fee755..1864a0c 100644
--- a/6_monitoring-management/advisor/README.md
+++ b/6_monitoring-management/advisor/README.md
@@ -5,7 +5,7 @@ Costa Rica
 [![GitHub](https://img.shields.io/badge/--181717?logo=github&logoColor=ffffff)](https://github.com/)
 [brown9804](https://github.com/brown9804)
 
-Last updated: 2026-02-16
+Last updated: 2026-02-17
 
 ------------------------------------------
 
diff --git a/6_monitoring-management/automation/README.md b/6_monitoring-management/automation/README.md
index 79dd056..cdde297 100644
--- a/6_monitoring-management/automation/README.md
+++ b/6_monitoring-management/automation/README.md
@@ -5,7 +5,7 @@ Costa Rica
 [![GitHub](https://img.shields.io/badge/--181717?logo=github&logoColor=ffffff)](https://github.com/)
 [brown9804](https://github.com/brown9804)
 
-Last updated: 2026-02-16
+Last updated: 2026-02-17
 
 ------------------------------------------
 
diff --git a/6_monitoring-management/log-analytics/README.md b/6_monitoring-management/log-analytics/README.md
index 9a74882..e7ac6fb 100644
--- a/6_monitoring-management/log-analytics/README.md
+++ b/6_monitoring-management/log-analytics/README.md
@@ -5,7 +5,7 @@ Costa Rica
 [![GitHub](https://img.shields.io/badge/--181717?logo=github&logoColor=ffffff)](https://github.com/)
 [brown9804](https://github.com/brown9804)
 
-Last updated: 2026-02-16
+Last updated: 2026-02-17
 
 ------------------------------------------
 
diff --git a/6_monitoring-management/monitor/README.md b/6_monitoring-management/monitor/README.md
index 662a130..1c3c03a 100644
--- a/6_monitoring-management/monitor/README.md
+++ b/6_monitoring-management/monitor/README.md
@@ -5,7 +5,7 @@ Costa Rica
 [![GitHub](https://img.shields.io/badge/--181717?logo=github&logoColor=ffffff)](https://github.com/)
 [brown9804](https://github.com/brown9804)
 
-Last updated: 2026-02-16
+Last updated: 2026-02-17
 
 ------------------------------------------
 
diff --git a/8_ai-ml/ai-foundry/README.md b/8_ai-ml/ai-foundry/README.md
index 3e34329..b8e0744 100644
--- a/8_ai-ml/ai-foundry/README.md
+++ b/8_ai-ml/ai-foundry/README.md
@@ -5,7 +5,7 @@ Costa Rica
 [![GitHub](https://img.shields.io/badge/--181717?logo=github&logoColor=ffffff)](https://github.com/)
 [brown9804](https://github.com/brown9804)
 
-Last updated: 2026-02-16
+Last updated: 2026-02-17
 
 ------------------------------------------
 
diff --git a/8_ai-ml/ai-search/README.md b/8_ai-ml/ai-search/README.md
index e884b79..7ab709f 100644
--- a/8_ai-ml/ai-search/README.md
+++ b/8_ai-ml/ai-search/README.md
@@ -5,7 +5,7 @@ Costa Rica
 [![GitHub](https://img.shields.io/badge/--181717?logo=github&logoColor=ffffff)](https://github.com/)
 [brown9804](https://github.com/brown9804)
 
-Last updated: 2026-02-16
+Last updated: 2026-02-17
 
 ------------------------------------------
 
diff --git a/8_ai-ml/ai-services/README.md b/8_ai-ml/ai-services/README.md
index 6078088..75a6e41 100644
--- a/8_ai-ml/ai-services/README.md
+++ b/8_ai-ml/ai-services/README.md
@@ -5,7 +5,7 @@ Costa Rica
 [![GitHub](https://img.shields.io/badge/--181717?logo=github&logoColor=ffffff)](https://github.com/)
 [brown9804](https://github.com/brown9804)
 
-Last updated: 2026-02-16
+Last updated: 2026-02-17
 
 ------------------------------------------
 

From f18100e567efcf9d8daead83715d50a596a373a2 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Tue, 17 Feb 2026 21:59:28 +0000
Subject: [PATCH 5/8] Fix Markdown syntax issues

---
 6_monitoring-management/advisor/README.md       | 4 ++--
 6_monitoring-management/automation/README.md    | 4 ++--
 6_monitoring-management/log-analytics/README.md | 4 ++--
 6_monitoring-management/monitor/README.md       | 4 ++--
 8_ai-ml/ai-foundry/README.md                    | 4 ++--
 8_ai-ml/ai-search/README.md                     | 4 ++--
 8_ai-ml/ai-services/README.md                   | 4 ++--
 8_ai-ml/machine-learning/README.md              | 4 ++--
 8 files changed, 16 insertions(+), 16 deletions(-)

diff --git a/6_monitoring-management/advisor/README.md b/6_monitoring-management/advisor/README.md
index 1864a0c..77823af 100644
--- a/6_monitoring-management/advisor/README.md
+++ b/6_monitoring-management/advisor/README.md
@@ -28,7 +28,7 @@ terraform apply -auto-approve
 
 <!-- START BADGE -->
 <div align="center">
-	<img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
-	<p>Refresh Date: 2026-02-17</p>
+ <img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
+ <p>Refresh Date: 2026-02-17</p>
 </div>
 <!-- END BADGE -->
diff --git a/6_monitoring-management/automation/README.md b/6_monitoring-management/automation/README.md
index cdde297..1e07bb4 100644
--- a/6_monitoring-management/automation/README.md
+++ b/6_monitoring-management/automation/README.md
@@ -35,7 +35,7 @@ terraform apply -auto-approve
 
 <!-- START BADGE -->
 <div align="center">
-	<img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
-	<p>Refresh Date: 2026-02-17</p>
+ <img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
+ <p>Refresh Date: 2026-02-17</p>
 </div>
 <!-- END BADGE -->
diff --git a/6_monitoring-management/log-analytics/README.md b/6_monitoring-management/log-analytics/README.md
index e7ac6fb..a336640 100644
--- a/6_monitoring-management/log-analytics/README.md
+++ b/6_monitoring-management/log-analytics/README.md
@@ -52,7 +52,7 @@ terraform apply -auto-approve
 
 <!-- START BADGE -->
 <div align="center">
-	<img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
-	<p>Refresh Date: 2026-02-17</p>
+ <img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
+ <p>Refresh Date: 2026-02-17</p>
 </div>
 <!-- END BADGE -->
diff --git a/6_monitoring-management/monitor/README.md b/6_monitoring-management/monitor/README.md
index 1c3c03a..c59a652 100644
--- a/6_monitoring-management/monitor/README.md
+++ b/6_monitoring-management/monitor/README.md
@@ -25,7 +25,7 @@ terraform apply -auto-approve
 
 <!-- START BADGE -->
 <div align="center">
-	<img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
-	<p>Refresh Date: 2026-02-17</p>
+ <img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
+ <p>Refresh Date: 2026-02-17</p>
 </div>
 <!-- END BADGE -->
diff --git a/8_ai-ml/ai-foundry/README.md b/8_ai-ml/ai-foundry/README.md
index b8e0744..f990854 100644
--- a/8_ai-ml/ai-foundry/README.md
+++ b/8_ai-ml/ai-foundry/README.md
@@ -29,7 +29,7 @@ terraform apply -auto-approve
 
 <!-- START BADGE -->
 <div align="center">
-	<img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
-	<p>Refresh Date: 2026-02-17</p>
+ <img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
+ <p>Refresh Date: 2026-02-17</p>
 </div>
 <!-- END BADGE -->
diff --git a/8_ai-ml/ai-search/README.md b/8_ai-ml/ai-search/README.md
index 7ab709f..f6ee88a 100644
--- a/8_ai-ml/ai-search/README.md
+++ b/8_ai-ml/ai-search/README.md
@@ -23,7 +23,7 @@ terraform apply -auto-approve
 
 <!-- START BADGE -->
 <div align="center">
-	<img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
-	<p>Refresh Date: 2026-02-17</p>
+ <img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
+ <p>Refresh Date: 2026-02-17</p>
 </div>
 <!-- END BADGE -->
diff --git a/8_ai-ml/ai-services/README.md b/8_ai-ml/ai-services/README.md
index 75a6e41..50283c4 100644
--- a/8_ai-ml/ai-services/README.md
+++ b/8_ai-ml/ai-services/README.md
@@ -23,7 +23,7 @@ terraform apply -auto-approve
 
 <!-- START BADGE -->
 <div align="center">
-	<img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
-	<p>Refresh Date: 2026-02-17</p>
+ <img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
+ <p>Refresh Date: 2026-02-17</p>
 </div>
 <!-- END BADGE -->
diff --git a/8_ai-ml/machine-learning/README.md b/8_ai-ml/machine-learning/README.md
index 42f3739..ab23fed 100644
--- a/8_ai-ml/machine-learning/README.md
+++ b/8_ai-ml/machine-learning/README.md
@@ -29,7 +29,7 @@ terraform apply -auto-approve
 
 <!-- START BADGE -->
 <div align="center">
-	<img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
-	<p>Refresh Date: 2026-02-17</p>
+ <img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
+ <p>Refresh Date: 2026-02-17</p>
 </div>
 <!-- END BADGE -->

From 7adf6447c32410f5f70bb1a1a9b6c57da133fbd8 Mon Sep 17 00:00:00 2001
From: Timna Brown <24630902+brown9804@users.noreply.github.com>
Date: Tue, 17 Feb 2026 16:06:07 -0600
Subject: [PATCH 6/8] Enhance README with additional images

Added images to the README for better visualization.
---
 8_ai-ml/ai-search/README.md | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/8_ai-ml/ai-search/README.md b/8_ai-ml/ai-search/README.md
index f6ee88a..e740bc5 100644
--- a/8_ai-ml/ai-search/README.md
+++ b/8_ai-ml/ai-search/README.md
@@ -11,6 +11,11 @@ Last updated: 2026-02-17
 
 > This template creates an Azure AI Search service.
 
+
+<img width="650" alt="image" src="https://github.com/user-attachments/assets/986c7cf2-8601-45d0-bbc2-da1a0ff0c7f3" />
+
+<img width="650" alt="image" src="https://github.com/user-attachments/assets/701992c9-3076-4aae-9830-eb0b53145f87" />
+
 ## Usage
 
 ```sh

From b308d33d810eb99fb1c6228b29072fa534f5fc5c Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Tue, 17 Feb 2026 22:06:20 +0000
Subject: [PATCH 7/8] Update visitor count

---
 5_analytics-bigdata/event-hub/README.md         | 4 ++--
 5_analytics-bigdata/fabric/README.md            | 4 ++--
 6_monitoring-management/advisor/README.md       | 4 ++--
 6_monitoring-management/automation/README.md    | 4 ++--
 6_monitoring-management/log-analytics/README.md | 4 ++--
 6_monitoring-management/monitor/README.md       | 4 ++--
 8_ai-ml/ai-foundry/README.md                    | 4 ++--
 8_ai-ml/ai-search/README.md                     | 4 ++--
 8_ai-ml/ai-services/README.md                   | 4 ++--
 8_ai-ml/machine-learning/README.md              | 4 ++--
 10 files changed, 20 insertions(+), 20 deletions(-)

diff --git a/5_analytics-bigdata/event-hub/README.md b/5_analytics-bigdata/event-hub/README.md
index 2beff23..3b2bc5c 100644
--- a/5_analytics-bigdata/event-hub/README.md
+++ b/5_analytics-bigdata/event-hub/README.md
@@ -81,7 +81,7 @@ Last updated: 2026-02-17
 
 <!-- START BADGE -->
 <div align="center">
-   <img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
-   <p>Refresh Date: 2026-02-17</p>
+  <img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
+  <p>Refresh Date: 2026-02-17</p>
 </div>
 <!-- END BADGE -->
diff --git a/5_analytics-bigdata/fabric/README.md b/5_analytics-bigdata/fabric/README.md
index 7f8272b..0519f55 100644
--- a/5_analytics-bigdata/fabric/README.md
+++ b/5_analytics-bigdata/fabric/README.md
@@ -86,7 +86,7 @@ Last updated: 2026-02-17
 
 <!-- START BADGE -->
 <div align="center">
-   <img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
-   <p>Refresh Date: 2026-02-17</p>
+  <img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
+  <p>Refresh Date: 2026-02-17</p>
 </div>
 <!-- END BADGE -->
diff --git a/6_monitoring-management/advisor/README.md b/6_monitoring-management/advisor/README.md
index 77823af..4f37a8f 100644
--- a/6_monitoring-management/advisor/README.md
+++ b/6_monitoring-management/advisor/README.md
@@ -28,7 +28,7 @@ terraform apply -auto-approve
 
 <!-- START BADGE -->
 <div align="center">
- <img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
- <p>Refresh Date: 2026-02-17</p>
+  <img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
+  <p>Refresh Date: 2026-02-17</p>
 </div>
 <!-- END BADGE -->
diff --git a/6_monitoring-management/automation/README.md b/6_monitoring-management/automation/README.md
index 1e07bb4..0f52f58 100644
--- a/6_monitoring-management/automation/README.md
+++ b/6_monitoring-management/automation/README.md
@@ -35,7 +35,7 @@ terraform apply -auto-approve
 
 <!-- START BADGE -->
 <div align="center">
- <img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
- <p>Refresh Date: 2026-02-17</p>
+  <img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
+  <p>Refresh Date: 2026-02-17</p>
 </div>
 <!-- END BADGE -->
diff --git a/6_monitoring-management/log-analytics/README.md b/6_monitoring-management/log-analytics/README.md
index a336640..af82fd4 100644
--- a/6_monitoring-management/log-analytics/README.md
+++ b/6_monitoring-management/log-analytics/README.md
@@ -52,7 +52,7 @@ terraform apply -auto-approve
 
 <!-- START BADGE -->
 <div align="center">
- <img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
- <p>Refresh Date: 2026-02-17</p>
+  <img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
+  <p>Refresh Date: 2026-02-17</p>
 </div>
 <!-- END BADGE -->
diff --git a/6_monitoring-management/monitor/README.md b/6_monitoring-management/monitor/README.md
index c59a652..e3f430c 100644
--- a/6_monitoring-management/monitor/README.md
+++ b/6_monitoring-management/monitor/README.md
@@ -25,7 +25,7 @@ terraform apply -auto-approve
 
 <!-- START BADGE -->
 <div align="center">
- <img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
- <p>Refresh Date: 2026-02-17</p>
+  <img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
+  <p>Refresh Date: 2026-02-17</p>
 </div>
 <!-- END BADGE -->
diff --git a/8_ai-ml/ai-foundry/README.md b/8_ai-ml/ai-foundry/README.md
index f990854..83fb52b 100644
--- a/8_ai-ml/ai-foundry/README.md
+++ b/8_ai-ml/ai-foundry/README.md
@@ -29,7 +29,7 @@ terraform apply -auto-approve
 
 <!-- START BADGE -->
 <div align="center">
- <img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
- <p>Refresh Date: 2026-02-17</p>
+  <img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
+  <p>Refresh Date: 2026-02-17</p>
 </div>
 <!-- END BADGE -->
diff --git a/8_ai-ml/ai-search/README.md b/8_ai-ml/ai-search/README.md
index e740bc5..2344c1e 100644
--- a/8_ai-ml/ai-search/README.md
+++ b/8_ai-ml/ai-search/README.md
@@ -28,7 +28,7 @@ terraform apply -auto-approve
 
 <!-- START BADGE -->
 <div align="center">
- <img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
- <p>Refresh Date: 2026-02-17</p>
+  <img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
+  <p>Refresh Date: 2026-02-17</p>
 </div>
 <!-- END BADGE -->
diff --git a/8_ai-ml/ai-services/README.md b/8_ai-ml/ai-services/README.md
index 50283c4..4234859 100644
--- a/8_ai-ml/ai-services/README.md
+++ b/8_ai-ml/ai-services/README.md
@@ -23,7 +23,7 @@ terraform apply -auto-approve
 
 <!-- START BADGE -->
 <div align="center">
- <img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
- <p>Refresh Date: 2026-02-17</p>
+  <img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
+  <p>Refresh Date: 2026-02-17</p>
 </div>
 <!-- END BADGE -->
diff --git a/8_ai-ml/machine-learning/README.md b/8_ai-ml/machine-learning/README.md
index ab23fed..7a0ae34 100644
--- a/8_ai-ml/machine-learning/README.md
+++ b/8_ai-ml/machine-learning/README.md
@@ -29,7 +29,7 @@ terraform apply -auto-approve
 
 <!-- START BADGE -->
 <div align="center">
- <img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
- <p>Refresh Date: 2026-02-17</p>
+  <img src="https://img.shields.io/badge/Total%20views-1930-limegreen" alt="Total views">
+  <p>Refresh Date: 2026-02-17</p>
 </div>
 <!-- END BADGE -->

From 35fc90b24151280aa65154c60bfc7382f73bc464 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Tue, 17 Feb 2026 22:06:23 +0000
Subject: [PATCH 8/8] Fix Markdown syntax issues

---
 8_ai-ml/ai-search/README.md | 1 -
 1 file changed, 1 deletion(-)

diff --git a/8_ai-ml/ai-search/README.md b/8_ai-ml/ai-search/README.md
index 2344c1e..7107c4d 100644
--- a/8_ai-ml/ai-search/README.md
+++ b/8_ai-ml/ai-search/README.md
@@ -11,7 +11,6 @@ Last updated: 2026-02-17
 
 > This template creates an Azure AI Search service.
 
-
 <img width="650" alt="image" src="https://github.com/user-attachments/assets/986c7cf2-8601-45d0-bbc2-da1a0ff0c7f3" />
 
 <img width="650" alt="image" src="https://github.com/user-attachments/assets/701992c9-3076-4aae-9830-eb0b53145f87" />