diff --git a/docs/docs/examples/vector_stores/ChromaIndexDemo.ipynb b/docs/docs/examples/vector_stores/ChromaIndexDemo.ipynb
index 43ed6783f207e75f786a97fcb27654d2440aa280..15571f4e8ebce0688f566335ea8ef2e14f8b2e2a 100644
--- a/docs/docs/examples/vector_stores/ChromaIndexDemo.ipynb
+++ b/docs/docs/examples/vector_stores/ChromaIndexDemo.ipynb
@@ -54,7 +54,7 @@
     "- `.peek`\n",
     "- and `.query` runs the similarity search.\n",
     "\n",
-    "View full docs at [docs](https://docs.trychroma.com/reference/Collection). "
+    "View full docs at [docs](https://docs.trychroma.com/reference). "
    ]
   },
   {
diff --git a/docs/docs/module_guides/loading/connector/index.md b/docs/docs/module_guides/loading/connector/index.md
index db1628c3f26ab1e24771a7bb9a9fded18ba0db60..3ed2538350101c3e2d32e92ed724c3a34d29da6c 100644
--- a/docs/docs/module_guides/loading/connector/index.md
+++ b/docs/docs/module_guides/loading/connector/index.md
@@ -38,6 +38,6 @@ Some sample data connectors:
 - [Google Docs](https://developers.google.com/docs/api) (`GoogleDocsReader`)
 - [Slack](https://api.slack.com/) (`SlackReader`)
 - [Discord](https://discord.com/developers/docs/intro) (`DiscordReader`)
-- [Apify Actors](https://llamahub.ai/l/apify-actor) (`ApifyActor`). Can crawl the web, scrape webpages, extract text content, download files including `.pdf`, `.jpg`, `.png`, `.docx`, etc.
+- [Apify Actors](https://llamahub.ai/l/readers/llama-index-readers-apify) (`ApifyActor`). Can crawl the web, scrape webpages, extract text content, download files including `.pdf`, `.jpg`, `.png`, `.docx`, etc.
 
 See the [modules guide](./modules.md) for more details.
diff --git a/docs/docs/module_guides/supporting_modules/settings.md b/docs/docs/module_guides/supporting_modules/settings.md
index bf315ceac1c9ea148a1afe04ef84b6df3db20519..421f02fa61e83ba7ba0d8778a5978af7727772c1 100644
--- a/docs/docs/module_guides/supporting_modules/settings.md
+++ b/docs/docs/module_guides/supporting_modules/settings.md
@@ -21,7 +21,7 @@ Settings.llm = OpenAI(model="gpt-3.5-turbo", temperature=0.1)
 
 ## Embed Model
 
-The embedding model is used to convert text to numerical representationss, used for calculating similarity and top-k retrieval.
+The embedding model is used to convert text to numerical representations, used for calculating similarity and top-k retrieval.
 
 ```python
 from llama_index.embeddings.openai import OpenAIEmbedding