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diff --git a/prediction_service/__pycache__/models.cpython-310.pyc b/prediction_service/__pycache__/models.cpython-310.pyc
index 5a07257692a786e311b932998ab9bc0425a70f63..46500b9a49ced2e6a2235cd94f194f11f1eaf3a8 100644
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diff --git a/prediction_service/__pycache__/views.cpython-310.pyc b/prediction_service/__pycache__/views.cpython-310.pyc
index a0e79055f79c7e743d0d1c2bc3fc4a97abd5f11f..11c3ed3906063c2bd7e32b5799d4514900655e29 100644
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diff --git a/prediction_service/templates/prediction_service/home-Admin.html b/prediction_service/templates/prediction_service/home-Admin.html
index b1f031660435eac3386293de69de4a8a81326245..eb2112f69f34a174819f2129c1d688ba5a329943 100644
--- a/prediction_service/templates/prediction_service/home-Admin.html
+++ b/prediction_service/templates/prediction_service/home-Admin.html
@@ -22,7 +22,7 @@
 
             
 
-            <div class="card">
+            <div class="card" style="margin-bottom: 20px;">
                 <div class="card-body">
                     <h5 class="card-title">Pending AI Engineer Requests:</h5>
                     <form method="POST" action="/home/">
@@ -42,6 +42,26 @@
                 </div>
             </div>
 
+            <div class="card">
+                <div class="card-body">
+                    <h5 class="card-title">Remove AI Engineer role?:</h5>
+                    <form method="POST" action="/home/">
+                        {% csrf_token %}
+                        {% for account in approved %}
+                            <div class="card" style="width: 18rem; margin-right: 15px;">
+                                <div class="card-body">
+                                    <h5 class="card-title">Username: {{ account.user.user }}</h5>
+                                    <h6 class="card-subtitle mb-2 text-muted">Authorised AI Engineer</h6>
+                                    <label class="checkbox-label" for="approve-checkbox-{{ account.user }}">Remove</label>
+                                    <input type="checkbox" id="{{ account.user }}" name="removed_accounts" value="{{ account.user.id }}">
+                                </div>
+                            </div>
+                        {% endfor %}
+                        <button type="submit" class="btn btn-primary">Submit</button>
+                    </form>
+                </div>
+            </div>
+
 
         </div>
 
diff --git a/prediction_service/views.py b/prediction_service/views.py
index 9b32fbe3fa5ab96b5e1740f62cea45a79f3951e5..bba0876455356843ec9d1f053505ca0e1a3f75ac 100644
--- a/prediction_service/views.py
+++ b/prediction_service/views.py
@@ -40,6 +40,10 @@ def home(request):
             # 3.  pass them into the context of the page
             # 3.1 - use html majix to list them out (Like how posts are)
             context['pending'] = pending_engineers
+
+            approved_engineers = AIEngineer.objects.filter(is_authorized=True)
+
+            context['approved'] = approved_engineers
             # 4.  we need a form for them to submit with the approved selections
             # 4.1 - therefore we need a view for handaling the process for changing the status to approved
             return render(request, 'prediction_service/home-Admin.html',context)
@@ -48,6 +52,7 @@ def home(request):
             return render(request, 'prediction_service/home.html',context)
     elif request.user.is_authenticated and request.method == "POST":
         approved_accounts = request.POST.getlist('approved_accounts')
+        removed_accounts = request.POST.getlist('removed_accounts')
 
         for account in approved_accounts:
             # Process each approved account ID
@@ -59,6 +64,15 @@ def home(request):
 
             messages.success(request, f'{ai_engineer.user.user} approved as AI Engineer!')
 
+        for account in removed_accounts:
+            ai_engineer = AIEngineer.objects.get(user=account)
+
+            ai_engineer.is_authorized = False
+
+            ai_engineer.save()
+
+            messages.success(request, f'{ai_engineer.user.user} REMOVED as AI Engineer!')
+
         return redirect('MLAAS-home')
     else:
         return HttpResponse("<h1> you are not authenticated but are logged in? </h1>")