docs: fix minor spelling issue

examples/vector_databases/redis/getting-started-with-redis-and-openai.ipynb

@@ -38,7 +38,7 @@
    "source": [
     "## Prerequisites\n",
     "\n",
-    "Before we start this project, we need setup the following:\n",
+    "Before we start this project, we need to set up the following:\n",
     "\n",
     "* start a Redis database with RediSearch (redis-stack)\n",
     "* install libraries\n",
@@ -351,7 +351,7 @@
    "source": [
     "## Creating a Search Index in Redis\n",
     "\n",
-    "The below cells will show how to specify and create a search index in Redis. We will\n",
+    "The below cells will show how to specify and create a search index in Redis. We will:\n",
     "\n",
     "1. Set some constants for defining our index like the distance metric and the index name\n",
     "2. Define the index schema with RediSearch fields\n",
@@ -432,7 +432,7 @@
    "source": [
     "## Load Documents into the Index\n",
     "\n",
-    "Now that we have a search index, we can load documents into it. We will use the same documents we used in the previous examples. In Redis, either the Hash or JSON (if using RedisJSON in addition to RediSearch) data types can be used to store documents. We will use the HASH data type in this example. The below cells will show how to load documents into the index."
+    "Now that we have a search index, we can load documents into it. We will use the same documents we used in the previous examples. In Redis, either the HASH or JSON (if using RedisJSON in addition to RediSearch) data types can be used to store documents. We will use the HASH data type in this example. The below cells will show how to load documents into the index."
    ]
   },
   {
@@ -682,7 +682,7 @@
     "\n",
     "``HNSW`` will take longer to build and consume more memory for most cases than ``FLAT`` but will be faster to run queries on, especially for large datasets.\n",
     "\n",
-    "The following cells will show how to create an ``HNSW`` index and run queries with it using the same data as before."
+    "The following cells will show how to create a ``HNSW`` index and run queries with it using the same data as before."
    ]
   },
   {