diff --git a/examples/vector_databases/Using_vector_databases_for_embeddings_search.ipynb b/examples/vector_databases/Using_vector_databases_for_embeddings_search.ipynb
index fe88385b..f048d978 100644
--- a/examples/vector_databases/Using_vector_databases_for_embeddings_search.ipynb
+++ b/examples/vector_databases/Using_vector_databases_for_embeddings_search.ipynb
@@ -374,7 +374,7 @@
    "source": [
     "## Pinecone\n",
     "\n",
-    "Now we'll look to index these embedded documents in a vector database and search them. The first option we'll look at is **Pinecone**, a managed vector database which offers a cloud-native option.\n",
+    "We'll index these embedded documents in a vector database and search them. The first option we'll look at is **Pinecone**, a managed vector database which offers a cloud-native option.\n",
     "\n",
     "Before you proceed with this step you'll need to navigate to [Pinecone](pinecone.io), sign up and then save your API key as an environment variable titled ```PINECONE_API_KEY```.\n",
     "\n",
@@ -686,7 +686,7 @@
    "source": [
     "### Setup\n",
     "\n",
-    "To get Weaviate running locally we used Docker and followed the instructions contained in this article: https://weaviate.io/developers/weaviate/current/installation/docker-compose.html\n",
+    "To get Weaviate running locally we used Docker and followed the instructions contained the Weaviate documentation here: https://weaviate.io/developers/weaviate/current/installation/docker-compose.html\n",
     "\n",
     "For an example docker-compose.yaml file please refer to `./weaviate/docker-compose.yaml` in this repo\n",
     "\n",
@@ -757,7 +757,7 @@
     "\n",
     "In this case we'll create a schema called **Article** with the **title** vector from above included for us to search by.\n",
     "\n",
-    "The next few steps closely follow the documents Weaviate provides [here](https://weaviate.io/developers/weaviate/current/tutorials/how-to-use-weaviate-without-modules.htm)"
+    "The next few steps closely follow the documentation Weaviate provides [here](https://weaviate.io/developers/weaviate/current/tutorials/how-to-use-weaviate-without-modules.htm)"
    ]
   },
   {