diff --git a/docs/extras/guides/deployments/template_repos.mdx b/docs/extras/guides/deployments/template_repos.mdx
index 723718d1de..9f1d0ce766 100644
--- a/docs/extras/guides/deployments/template_repos.mdx
+++ b/docs/extras/guides/deployments/template_repos.mdx
@@ -47,13 +47,13 @@ A minimal example on how to deploy LangChain to [Kinsta](https://kinsta.com) usi
 
 A minimal example of how to deploy LangChain to [Fly.io](https://fly.io/) using Flask.
 
-## [Digitalocean App Platform](https://github.com/homanp/digitalocean-langchain)
+## [DigitalOcean App Platform](https://github.com/homanp/digitalocean-langchain)
 
 A minimal example of how to deploy LangChain to DigitalOcean App Platform.
 
 ## [CI/CD Google Cloud Build + Dockerfile + Serverless Google Cloud Run](https://github.com/g-emarco/github-assistant)
 
-Boilerplate LangChain project on how to deploy to Google Cloud Run using Docker with Cloud Build CI/CD pipeline
+Boilerplate LangChain project on how to deploy to Google Cloud Run using Docker with Cloud Build CI/CD pipeline.
 
 ## [Google Cloud Run](https://github.com/homanp/gcp-langchain)
 
diff --git a/docs/extras/integrations/providers/argilla.mdx b/docs/extras/integrations/providers/argilla.mdx
index 3c882a3294..2024db079e 100644
--- a/docs/extras/integrations/providers/argilla.mdx
+++ b/docs/extras/integrations/providers/argilla.mdx
@@ -5,7 +5,7 @@
 >[Argilla](https://argilla.io/) is an open-source data curation platform for LLMs.
 > Using Argilla, everyone can build robust language models through faster data curation 
 > using both human and machine feedback. We provide support for each step in the MLOps cycle, 
-> from data labeling to model monitoring.
+> from data labelling to model monitoring.
 
 ## Installation and Setup
 
diff --git a/docs/extras/modules/data_connection/indexing.ipynb b/docs/extras/modules/data_connection/indexing.ipynb
index 384333e23f..315fb4edbc 100644
--- a/docs/extras/modules/data_connection/indexing.ipynb
+++ b/docs/extras/modules/data_connection/indexing.ipynb
@@ -603,7 +603,7 @@
    "id": "4002a4ac-02dd-4599-9b23-9b59f54237c8",
    "metadata": {},
    "source": [
-    "The metadata attribute contains a filed called `source`. This source should be pointing at the *ultimate* provenance associated with the given document.\n",
+    "The metadata attribute contains a field called `source`. This source should be pointing at the *ultimate* provenance associated with the given document.\n",
     "\n",
     "For example, if these documents are representing chunks of some parent document, the `source` for both documents should be the same and reference the parent document.\n",
     "\n",