diff --git a/website/blog/2023-10-18-RetrieveChat/index.mdx b/website/blog/2023-10-18-RetrieveChat/index.mdx
index 74c03d6604d0..71d2ad3f46c0 100644
--- a/website/blog/2023-10-18-RetrieveChat/index.mdx
+++ b/website/blog/2023-10-18-RetrieveChat/index.mdx
@@ -48,6 +48,7 @@ The conversation terminates if no more documents are available for the context.
 
 ## Basic Usage of RAG Agents
 0. Install dependencies
+
 Please install pyautogen with the [retrievechat] option before using RAG agents.
 ```bash
 pip install "pyautogen[retrievechat]"
@@ -471,5 +472,5 @@ The online app and the source code are hosted in [HuggingFace](https://huggingfa
 
 ## Read More
 You can check out more example notebooks for RAG use cases:
-- [Auto Generated Agent Chat: Using RetrieveChat for Retrieve Augmented Code Generation and Question Answering](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_RetrieveChat.ipynb)
-- [Auto Generated Agent Chat: Group Chat with Retrieval Augmented Generation](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_groupchat_RAG.ipynb)
+- [Automated Code Generation and Question Answering with Retrieval Augmented Agents](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_RetrieveChat.ipynb)
+- [Group Chat with Retrieval Augmented Generation (with 5 group member agents and 1 manager agent)](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_groupchat_RAG.ipynb)
diff --git a/website/docs/Examples/AutoGen-AgentChat.md b/website/docs/Examples/AutoGen-AgentChat.md
index 1360aa9f5d8e..58ad28d3ded2 100644
--- a/website/docs/Examples/AutoGen-AgentChat.md
+++ b/website/docs/Examples/AutoGen-AgentChat.md
@@ -17,3 +17,4 @@ Links to notebook examples:
 * [Automated Continual Learning from New Data](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_stream.ipynb)
 * [Teach Agents New Skills & Reuse via Automated Chat](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_teaching.ipynb)
 * [Automated Code Generation and Question Answering with Retrieval Augemented Agents](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_RetrieveChat.ipynb)
+* [Group Chat with Retrieval Augmented Generation (with 5 group member agents and 1 manager agent)](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_groupchat_RAG.ipynb)
diff --git a/website/docs/Installation.md b/website/docs/Installation.md
index ede82dc534d5..9d064d4abb73 100644
--- a/website/docs/Installation.md
+++ b/website/docs/Installation.md
@@ -43,19 +43,33 @@ pip install docker
 ```
 
 * blendsearch
+
 AutoGen offers a cost-effective hyperparameter optimization technique [EcoOptiGen](https://arxiv.org/abs/2303.04673) for tuning Large Language Models. Please install with the [blendsearch] option to use it.
 ```bash
 pip install "pyautogen[blendsearch]"
 ```
 
+Example notebooks:
+[Optimize for Code Generation](https://github.com/microsoft/autogen/blob/main/notebook/oai_completion.ipynb),
+[Optimize for Math](https://github.com/microsoft/autogen/blob/main/notebook/oai_chatgpt_gpt4.ipynb)
+
 * retrievechat
+
 AutoGen supports retrieval-augmented generation tasks such as question answering and code generation with RAG agents. Please install with the [retrievechat] option to use it.
 ```bash
 pip install "pyautogen[retrievechat]"
 ```
 
+Example notebooks:
+[Automated Code Generation and Question Answering with Retrieval Augmented Agents](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_RetrieveChat.ipynb),
+[Group Chat with Retrieval Augmented Generation (with 5 group member agents and 1 manager agent)](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_groupchat_RAG.ipynb)
+
 * mathchat
+
 AutoGen offers an experimental agent for math problem solving. Please install with the [mathchat] option to use it.
 ```bash
 pip install "pyautogen[mathchat]"
 ```
+
+Example notebooks:
+[Using MathChat to Solve Math Problems](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_MathChat.ipynb)
diff --git a/website/docs/Use-Cases/agent_chat.md b/website/docs/Use-Cases/agent_chat.md
index 38d4ea81bf45..a98080c18209 100644
--- a/website/docs/Use-Cases/agent_chat.md
+++ b/website/docs/Use-Cases/agent_chat.md
@@ -105,11 +105,11 @@ The figure below shows six examples of applications built using AutoGen.
    - **Web Search**: Solve Tasks Requiring Web Info - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_web_info.ipynb)
    - Use Provided Tools as Functions - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_function_call.ipynb)
    - Task Solving with Langchain Provided Tools as Functions - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_function_call.ipynb)
-   - **RAG**: Group Chat with Retrieval Augmented Generation - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_groupchat_RAG.ipynb)
-   - In-depth Guide to OpenAI Utility Functions - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_groupchat_RAG.ipynb)
+   - **RAG**: Group Chat with Retrieval Augmented Generation (with 5 group member agents and 1 manager agent) - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_groupchat_RAG.ipynb)
+   - In-depth Guide to OpenAI Utility Functions - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/oai_openai_utils.ipynb)
 
 5. **Agent Teaching and Learning**
-   - Teach Agents New Skills & Reuse via Automated Chat - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/oai_openai_utils.ipynb)
+   - Teach Agents New Skills & Reuse via Automated Chat - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_teaching.ipynb)
 
 ## For Further Reading