Updating Examples to follow new categorical structure. microsoft#273 (m…

…icrosoft#327)

* Updating Examples to follow new categorical structure. microsoft#273

Addressing the remaining task for microsoft#273, I have copied over the changes from /Usecases to /Examples to follow the new categorical example notebooks structure.

* Add the new example notebook

---------

Co-authored-by: Qingyun Wu <qingyun.wu@psu.edu>

website/docs/Examples/AutoGen-AgentChat.md

@@ -4,18 +4,34 @@ AutoGen offers conversable agents powered by LLM, tool or human, which can be us
 Please find documentation about this feature [here](/docs/Use-Cases/agent_chat).
 
 Links to notebook examples:
-* [Automated Task Solving with Code Generation, Execution & Debugging](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_auto_feedback_from_code_execution.ipynb)
-* [Auto Code Generation, Execution, Debugging and Human Feedback](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_human_feedback.ipynb)
-* [Solve Tasks Requiring Web Info](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_web_info.ipynb)
-* [Use Provided Tools as Functions](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_function_call.ipynb)
-* [Automated Task Solving with Coding & Planning Agents](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_planning.ipynb)
-* [Automated Task Solving with GPT-4 + Multiple Human Users](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_two_users.ipynb)
-* [Automated Chess Game Playing & Chitchatting by GPT-4 Agents](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_chess.ipynb)
-* [Automated Task Solving by Group Chat (with 3 group member agents and 1 manager agent)](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_groupchat.ipynb)
-* [Automated Data Visualization by Group Chat (with 3 group member agents and 1 manager agent)](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_groupchat_vis.ipynb)
-* [Automated Complex Task Solving by Group Chat (with 6 group member agents and 1 manager agent)](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_groupchat_research.ipynb)
-* [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)
-* [Teach Agents New Facts, User Preferences and Skills Beyond Coding](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_teachability.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)
+
+1. **Code Generation, Execution, and Debugging**
+
+   - Automated Task Solving with Code Generation, Execution & Debugging - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_auto_feedback_from_code_execution.ipynb)
+   - Auto Code Generation, Execution, Debugging and Human Feedback - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_human_feedback.ipynb)
+   - Automated Code Generation and Question Answering with Retrieval Augmented Agents - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_RetrieveChat.ipynb)
+
+2. **Multi-Agent Collaboration (>3 Agents)**
+
+   - Automated Task Solving with GPT-4 + Multiple Human Users - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_two_users.ipynb)
+   - Automated Task Solving by Group Chat (with 3 group member agents and 1 manager agent) - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_groupchat.ipynb)
+   - Automated Data Visualization by Group Chat (with 3 group member agents and 1 manager agent) - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_groupchat_vis.ipynb)
+   - Automated Complex Task Solving by Group Chat (with 6 group member agents and 1 manager agent) - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_groupchat_research.ipynb)
+   - Automated Task Solving with Coding & Planning Agents - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_planning.ipynb)
+
+3. **Applications**
+
+   - Automated Chess Game Playing & Chitchatting by GPT-4 Agents - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_chess.ipynb)
+   - Automated Continual Learning from New Data - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_stream.ipynb)
+
+4. **Tool Use**
+
+   - **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 (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/agentchat_teaching.ipynb)
+   - Teach Agents New Facts, User Preferences and Skills Beyond Coding - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_teachability.ipynb)