diff --git a/examples/Visualizing_embeddings_in_W&B.ipynb b/examples/third_party_examples/Visualizing_embeddings_in_wandb.ipynb
similarity index 98%
rename from examples/Visualizing_embeddings_in_W&B.ipynb
rename to examples/third_party_examples/Visualizing_embeddings_in_wandb.ipynb
index 07eb632..6cb58aa 100644
--- a/examples/Visualizing_embeddings_in_W&B.ipynb
+++ b/examples/third_party_examples/Visualizing_embeddings_in_wandb.ipynb
@@ -5,7 +5,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Visualizing the embeddings in W&B\n",
+    "## Visualizing embeddings in W&B\n",
     "\n",
     "We will upload the data to [Weights & Biases](http://wandb.ai) and use an [Embedding Projector](https://docs.wandb.ai/ref/app/features/panels/weave/embedding-projector) to visualize the embeddings using common dimension reduction algorithms like PCA, UMAP, and t-SNE. The dataset is created in the [Get_embeddings_from_dataset Notebook](Get_embeddings_from_dataset.ipynb)."
    ]