From f9c736b2ed4901dfba61f7ad54de12e92596e1d3 Mon Sep 17 00:00:00 2001
From: ncclementi <natyclementi@gmail.com>
Date: Wed, 12 Feb 2025 15:41:13 -0500
Subject: [PATCH 1/2] add related examples to snowflake doc

---
 source/platforms/snowflake.md | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/source/platforms/snowflake.md b/source/platforms/snowflake.md
index dbdc9e48..eaf9a1c2 100644
--- a/source/platforms/snowflake.md
+++ b/source/platforms/snowflake.md
@@ -343,3 +343,7 @@ USE ROLE ACCOUNTADMIN;
 DROP ROLE CONTAINER_USER_ROLE;
 DROP EXTERNAL ACCESS INTEGRATION ALLOW_ALL_EAI;
 ```
+
+```{relatedexamples}
+
+```

From 31183c901641617b0ee929221e026035a0bad669 Mon Sep 17 00:00:00 2001
From: ncclementi <natyclementi@gmail.com>
Date: Tue, 18 Feb 2025 17:33:20 -0500
Subject: [PATCH 2/2] fix platform vs platforms mess

---
 .../notebook.ipynb                                   |  8 ++++++--
 source/examples/rapids-snowflake-cudf/notebook.ipynb |  2 +-
 .../time-series-forecasting-with-hpo/notebook.ipynb  |  8 ++++++--
 .../examples/xgboost-dask-databricks/notebook.ipynb  |  6 +++---
 .../xgboost-gpu-hpo-job-parallel-k8s/notebook.ipynb  | 12 ++++++++----
 .../xgboost-gpu-hpo-mnmg-parallel-k8s/notebook.ipynb |  4 ++--
 6 files changed, 26 insertions(+), 14 deletions(-)

diff --git a/source/examples/rapids-autoscaling-multi-tenant-kubernetes/notebook.ipynb b/source/examples/rapids-autoscaling-multi-tenant-kubernetes/notebook.ipynb
index 9f5ee4e7..86be9cfe 100644
--- a/source/examples/rapids-autoscaling-multi-tenant-kubernetes/notebook.ipynb
+++ b/source/examples/rapids-autoscaling-multi-tenant-kubernetes/notebook.ipynb
@@ -3,15 +3,19 @@
   {
    "cell_type": "markdown",
    "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
     "tags": [
-     "platform/kubernetes",
      "cloud/gcp/gke",
      "tools/dask-operator",
      "library/cuspatial",
      "library/dask",
      "library/cudf",
      "data-format/parquet",
-     "data-storage/gcs"
+     "data-storage/gcs",
+     "platforms/kubernetes"
     ]
    },
    "source": [
diff --git a/source/examples/rapids-snowflake-cudf/notebook.ipynb b/source/examples/rapids-snowflake-cudf/notebook.ipynb
index 05c3fc31..f10b380e 100644
--- a/source/examples/rapids-snowflake-cudf/notebook.ipynb
+++ b/source/examples/rapids-snowflake-cudf/notebook.ipynb
@@ -10,7 +10,7 @@
     },
     "tags": [
      "library/cudf",
-     "platform/snowflake"
+     "platforms/snowflake"
     ]
    },
    "source": [
diff --git a/source/examples/time-series-forecasting-with-hpo/notebook.ipynb b/source/examples/time-series-forecasting-with-hpo/notebook.ipynb
index f8e872d4..e7ed14cf 100644
--- a/source/examples/time-series-forecasting-with-hpo/notebook.ipynb
+++ b/source/examples/time-series-forecasting-with-hpo/notebook.ipynb
@@ -4,8 +4,11 @@
    "cell_type": "markdown",
    "id": "671dd603-6b51-46b2-98b3-2b05c7c92c38",
    "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
     "tags": [
-     "platform/kubernetes",
      "cloud/gcp/gke",
      "tools/dask-operator",
      "workflow/hpo",
@@ -14,7 +17,8 @@
      "library/dask-cuda",
      "library/xgboost",
      "library/optuna",
-     "data-storage/gcs"
+     "data-storage/gcs",
+     "platforms/kubernetes"
     ]
    },
    "source": [
diff --git a/source/examples/xgboost-dask-databricks/notebook.ipynb b/source/examples/xgboost-dask-databricks/notebook.ipynb
index a7e63b4a..b1ea8094 100644
--- a/source/examples/xgboost-dask-databricks/notebook.ipynb
+++ b/source/examples/xgboost-dask-databricks/notebook.ipynb
@@ -18,7 +18,6 @@
      "slide_type": ""
     },
     "tags": [
-     "platform/databricks",
      "library/dask",
      "library/dask-cudf",
      "library/xgboost",
@@ -28,7 +27,8 @@
      "workflow/xgboost",
      "dataset/higgs",
      "data-format/csv",
-     "data-storage/databricks-delta-lake"
+     "data-storage/databricks-delta-lake",
+     "platforms/databricks"
     ]
    },
    "source": [
@@ -1899,7 +1899,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.18"
+   "version": "3.12.8"
   }
  },
  "nbformat": 4,
diff --git a/source/examples/xgboost-gpu-hpo-job-parallel-k8s/notebook.ipynb b/source/examples/xgboost-gpu-hpo-job-parallel-k8s/notebook.ipynb
index 944b106f..4809766b 100644
--- a/source/examples/xgboost-gpu-hpo-job-parallel-k8s/notebook.ipynb
+++ b/source/examples/xgboost-gpu-hpo-job-parallel-k8s/notebook.ipynb
@@ -4,15 +4,19 @@
    "cell_type": "markdown",
    "id": "45684b2f-019b-4ccf-af65-b722aa270e40",
    "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
     "tags": [
      "library/xgboost",
      "library/optuna",
      "library/dask",
      "tools/dask-kubernetes",
-     "platform/kubernetes",
-     "platform/kubeflow",
      "library/scikit-learn",
-     "workflow/hpo"
+     "workflow/hpo",
+     "platforms/kubeflow",
+     "platforms/kubernetes"
     ]
    },
    "source": [
@@ -659,7 +663,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.15"
+   "version": "3.12.8"
   },
   "vscode": {
    "interpreter": {
diff --git a/source/examples/xgboost-gpu-hpo-mnmg-parallel-k8s/notebook.ipynb b/source/examples/xgboost-gpu-hpo-mnmg-parallel-k8s/notebook.ipynb
index 87bf1a01..f39a859c 100644
--- a/source/examples/xgboost-gpu-hpo-mnmg-parallel-k8s/notebook.ipynb
+++ b/source/examples/xgboost-gpu-hpo-mnmg-parallel-k8s/notebook.ipynb
@@ -18,8 +18,8 @@
      "dataset/nyc-taxi",
      "data-storage/gcs",
      "data-format/csv",
-     "platform/kubeflow",
-     "platform/kubernetes"
+     "platforms/kubeflow",
+     "platforms/kubernetes"
     ]
    },
    "source": [