From a028f01e1332a7f56a9322bdce4130661f091df0 Mon Sep 17 00:00:00 2001
From: Chris Xiao <c.cx@foxmail.com>
Date: Mon, 11 Nov 2024 11:26:42 +0800
Subject: [PATCH] fix typo and correct 404 url links (#16904)

---
 docs/docs/examples/vector_stores/ChromaIndexDemo.ipynb | 2 +-
 docs/docs/module_guides/loading/connector/index.md     | 2 +-
 docs/docs/module_guides/supporting_modules/settings.md | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/docs/docs/examples/vector_stores/ChromaIndexDemo.ipynb b/docs/docs/examples/vector_stores/ChromaIndexDemo.ipynb
index 43ed6783f2..15571f4e8e 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 db1628c3f2..3ed2538350 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 bf315ceac1..421f02fa61 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
-- 
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