diff --git a/docs/overview/cli.ipynb b/docs/overview/cli.ipynb
index 4329f854..f388da0f 100644
--- a/docs/overview/cli.ipynb
+++ b/docs/overview/cli.ipynb
@@ -39,7 +39,7 @@
    "source": [
     "# Index\n",
     "\n",
-    "The ``rvl index`` command is can be used for a number of tasks related to creating and managing indices. Wether you are working in Python or another language, this cli tool can still be useful for managing and inspecting your indices.\n",
+    "The ``rvl index`` command can be used for a number of tasks related to creating and managing indices. Wether you are working in Python or another language, this cli tool can still be useful for managing and inspecting your indices.\n",
     "\n",
     "First, we will create an index from a yaml schema that looks like the following:\n"
    ]
diff --git a/docs/overview/installation.md b/docs/overview/installation.md
index a6081ae1..27033b93 100644
--- a/docs/overview/installation.md
+++ b/docs/overview/installation.md
@@ -69,7 +69,7 @@ capability enabled when creating your database.
 
 ### Redis Stack (local development)
 
-For local development and testing, Redis-Stack and be used. We recommend running Redis
+For local development and testing, Redis-Stack can be used. We recommend running Redis
 in a docker container. To do so, run the following command:
 
 ```bash
diff --git a/docs/user_guide/getting_started_01.ipynb b/docs/user_guide/getting_started_01.ipynb
index 4dd0e712..412df7ac 100644
--- a/docs/user_guide/getting_started_01.ipynb
+++ b/docs/user_guide/getting_started_01.ipynb
@@ -55,7 +55,7 @@
     "fields:\n",
     "    - name: user\n",
     "      type: tag\n",
-    "    - name: credit_store\n",
+    "    - name: credit_score\n",
     "      type: tag\n",
     "    - name: job\n",
     "      type: text\n",
@@ -204,7 +204,7 @@
    "source": [
     "### Bring your own Redis connection instance\n",
     "\n",
-    "This ideal in scenarious where you have custom settings on the connection instance or if your application will share a connection pool:"
+    "This is ideal in scenarios where you have custom settings on the connection instance or if your application will share a connection pool:"
    ]
   },
   {
@@ -570,7 +570,7 @@
     "        \"attrs\": {\n",
     "            \"dims\": 3,\n",
     "            \"distance_metric\": \"cosine\",\n",
-    "            \"algorithm\": \"flat\",\n",
+    "            \"algorithm\": \"hnsw\",\n",
     "            \"datatype\": \"float32\"\n",
     "        }\n",
     "    }\n",