diff --git a/docs/extras/modules/data_connection/vectorstores/integrations/deeplake.ipynb b/docs/extras/modules/data_connection/vectorstores/integrations/deeplake.ipynb
index 95a46c6b4d..5ec1064717 100644
--- a/docs/extras/modules/data_connection/vectorstores/integrations/deeplake.ipynb
+++ b/docs/extras/modules/data_connection/vectorstores/integrations/deeplake.ipynb
@@ -73,7 +73,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Create a dataset locally at `./deeplake/`, then run similiarity search. The Deeplake+LangChain integration uses Deep Lake datasets under the hood, so `dataset` and `vector store` are used interchangeably. To create a dataset in your own cloud, or in the Deep Lake storage, [adjust the path accordingly](https://docs.activeloop.ai/storage-and-credentials/storage-options)."
+    "Create a dataset locally at `./deeplake/`, then run similarity search. The Deeplake+LangChain integration uses Deep Lake datasets under the hood, so `dataset` and `vector store` are used interchangeably. To create a dataset in your own cloud, or in the Deep Lake storage, [adjust the path accordingly](https://docs.activeloop.ai/storage-and-credentials/storage-options)."
    ]
   },
   {
@@ -126,7 +126,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Deep Lake, for now, is single writer and multiple reader. Setting `read_only=True` helps to avoid acquring the writer lock."
+    "Deep Lake, for now, is single writer and multiple reader. Setting `read_only=True` helps to avoid acquiring the writer lock."
    ]
   },
   {
@@ -213,7 +213,7 @@
    "metadata": {},
    "source": [
     "### Choosing distance function\n",
-    "Distance function `L2` for Euclidean, `L1` for Nuclear, `Max` l-infinity distnace, `cos` for cosine similarity, `dot` for dot product "
+    "Distance function `L2` for Euclidean, `L1` for Nuclear, `Max` l-infinity distance, `cos` for cosine similarity, `dot` for dot product "
    ]
   },
   {