diff --git a/distributed/dashboard/components/nvml.py b/distributed/dashboard/components/nvml.py
index 34cce3c4bc7..8be3b406bcb 100644
--- a/distributed/dashboard/components/nvml.py
+++ b/distributed/dashboard/components/nvml.py
@@ -14,7 +14,7 @@
 from tornado import escape
 from dask.utils import format_bytes
 from distributed.utils import log_errors
-from distributed.dashboard.components.scheduler import BOKEH_THEME, TICKS_1024
+from distributed.dashboard.components.scheduler import BOKEH_THEME, TICKS_1024, env
 from distributed.dashboard.utils import without_property_validation, update
 
 
@@ -22,8 +22,10 @@
     import pynvml
 
     pynvml.nvmlInit()
+
+    NVML_ENABLED = True
 except Exception:
-    pass
+    NVML_ENABLED = False
 
 
 class GPUCurrentLoad(DashboardComponent):
@@ -173,16 +175,32 @@ def update(self):
 
 
 def gpu_memory_doc(scheduler, extra, doc):
-    gpu_load = GPUCurrentLoad(scheduler, sizing_mode="stretch_both")
-    gpu_load.update()
-    add_periodic_callback(doc, gpu_load, 100)
-    doc.add_root(gpu_load.memory_figure)
-    doc.theme = BOKEH_THEME
+    with log_errors():
+        gpu_load = GPUCurrentLoad(scheduler, sizing_mode="stretch_both")
+        gpu_load.update()
+        add_periodic_callback(doc, gpu_load, 100)
+        doc.add_root(gpu_load.memory_figure)
+        doc.theme = BOKEH_THEME
 
 
 def gpu_utilization_doc(scheduler, extra, doc):
-    gpu_load = GPUCurrentLoad(scheduler, sizing_mode="stretch_both")
-    gpu_load.update()
-    add_periodic_callback(doc, gpu_load, 100)
-    doc.add_root(gpu_load.utilization_figure)
-    doc.theme = BOKEH_THEME
+    with log_errors():
+        gpu_load = GPUCurrentLoad(scheduler, sizing_mode="stretch_both")
+        gpu_load.update()
+        add_periodic_callback(doc, gpu_load, 100)
+        doc.add_root(gpu_load.utilization_figure)
+        doc.theme = BOKEH_THEME
+
+
+def gpu_doc(scheduler, extra, doc):
+    with log_errors():
+        gpu_load = GPUCurrentLoad(scheduler, sizing_mode="stretch_both")
+        gpu_load.update()
+        add_periodic_callback(doc, gpu_load, 100)
+        doc.add_root(gpu_load.memory_figure)
+        doc.add_root(gpu_load.utilization_figure)
+
+        doc.title = "Dask: GPU"
+        doc.theme = BOKEH_THEME
+        doc.template = env.get_template("gpu.html")
+        doc.template_variables.update(extra)
diff --git a/distributed/dashboard/scheduler.py b/distributed/dashboard/scheduler.py
index 09a4339b50a..413dde57301 100644
--- a/distributed/dashboard/scheduler.py
+++ b/distributed/dashboard/scheduler.py
@@ -37,13 +37,21 @@
     individual_systemmonitor_doc,
 )
 from .worker import counters_doc
-from .components.nvml import gpu_memory_doc, gpu_utilization_doc  # noqa: 1708
+from .components.nvml import (
+    NVML_ENABLED,
+    gpu_memory_doc,
+    gpu_utilization_doc,
+    gpu_doc,
+)  # noqa: 1708
 
 
 template_variables = {
     "pages": ["status", "workers", "tasks", "system", "profile", "graph", "info"]
 }
 
+if NVML_ENABLED:
+    template_variables["pages"].insert(4, "gpu")
+
 
 def connect(application, http_server, scheduler, prefix=""):
     bokeh_app = BokehApplication(
@@ -75,6 +83,7 @@ def connect(application, http_server, scheduler, prefix=""):
     "/profile": profile_doc,
     "/profile-server": profile_server_doc,
     "/graph": graph_doc,
+    "/gpu": gpu_doc,
     "/individual-task-stream": individual_task_stream_doc,
     "/individual-progress": individual_progress_doc,
     "/individual-graph": individual_graph_doc,
diff --git a/distributed/http/static/css/gpu.css b/distributed/http/static/css/gpu.css
new file mode 100644
index 00000000000..44d66163a62
--- /dev/null
+++ b/distributed/http/static/css/gpu.css
@@ -0,0 +1,16 @@
+#status-fluid {
+    display: grid;
+    height: 100%;
+  }
+#status-fluid {
+    grid-template-columns: 1fr 1fr;
+    grid-template-rows: 1fr;
+}
+#gpu-memory {
+    grid-column: 2;
+    grid-row: 1;
+}
+#gpu-utilization {
+    grid-column: 1;
+    grid-row: 1;
+}
\ No newline at end of file
diff --git a/distributed/http/templates/gpu.html b/distributed/http/templates/gpu.html
new file mode 100644
index 00000000000..3c80f21d332
--- /dev/null
+++ b/distributed/http/templates/gpu.html
@@ -0,0 +1,22 @@
+{% extends "base.html" %}
+
+{% block extra_resources %}
+<link rel="stylesheet" href="statics/css/gpu.css">
+{% endblock %}
+
+{% block content %}
+{% from macros import embed %}
+<div id="status-fluid">
+
+  <div id="gpu-utilization">
+    {{ embed(roots.gpu_utilization_histogram) }}
+  </div>
+
+  <div id="gpu-memory">
+    {{ embed(roots.gpu_memory_histogram) }}
+  </div>
+
+</div>
+{{ plot_script }}
+
+{% endblock %}
\ No newline at end of file