# Agents-Course

## Docs

- [Introduction to Agentic Frameworks](https://huggingface.co/learn/agents-course/unit2/introduction.md)
- [Quick Self-Check (ungraded) [[quiz2]]](https://huggingface.co/learn/agents-course/unit2/llama-index/quiz2.md)
- [Creating agentic workflows in LlamaIndex](https://huggingface.co/learn/agents-course/unit2/llama-index/workflows.md)
- [Conclusion](https://huggingface.co/learn/agents-course/unit2/llama-index/conclusion.md)
- [Using Tools in LlamaIndex](https://huggingface.co/learn/agents-course/unit2/llama-index/tools.md)
- [Table of Contents](https://huggingface.co/learn/agents-course/unit2/llama-index/README.md)
- [Using Agents in LlamaIndex](https://huggingface.co/learn/agents-course/unit2/llama-index/agents.md)
- [Introduction to LlamaIndex](https://huggingface.co/learn/agents-course/unit2/llama-index/introduction.md)
- [Small Quiz (ungraded) [[quiz1]]](https://huggingface.co/learn/agents-course/unit2/llama-index/quiz1.md)
- [What are components in LlamaIndex?](https://huggingface.co/learn/agents-course/unit2/llama-index/components.md)
- [Introduction to the LlamaHub](https://huggingface.co/learn/agents-course/unit2/llama-index/llama-hub.md)
- [Multi-Agent Systems](https://huggingface.co/learn/agents-course/unit2/smolagents/multi_agent_systems.md)
- [Vision Agents with smolagents](https://huggingface.co/learn/agents-course/unit2/smolagents/vision_agents.md)
- [Building Agentic RAG Systems](https://huggingface.co/learn/agents-course/unit2/smolagents/retrieval_agents.md)
- [Small Quiz (ungraded) [[quiz2]]](https://huggingface.co/learn/agents-course/unit2/smolagents/quiz2.md)
- [Building Agents That Use Code](https://huggingface.co/learn/agents-course/unit2/smolagents/code_agents.md)
- [Conclusion](https://huggingface.co/learn/agents-course/unit2/smolagents/conclusion.md)
- [Tools](https://huggingface.co/learn/agents-course/unit2/smolagents/tools.md)
- [Exam Time!](https://huggingface.co/learn/agents-course/unit2/smolagents/final_quiz.md)
- [Introduction to `smolagents`](https://huggingface.co/learn/agents-course/unit2/smolagents/introduction.md)
- [Why use smolagents](https://huggingface.co/learn/agents-course/unit2/smolagents/why_use_smolagents.md)
- [Small Quiz (ungraded) [[quiz1]]](https://huggingface.co/learn/agents-course/unit2/smolagents/quiz1.md)
- [Writing actions as code snippets or JSON blobs](https://huggingface.co/learn/agents-course/unit2/smolagents/tool_calling_agents.md)
- [What is `LangGraph`? [[what-is-langgraph]]](https://huggingface.co/learn/agents-course/unit2/langgraph/when_to_use_langgraph.md)
- [Building Blocks of LangGraph](https://huggingface.co/learn/agents-course/unit2/langgraph/building_blocks.md)
- [Building Your First LangGraph](https://huggingface.co/learn/agents-course/unit2/langgraph/first_graph.md)
- [Conclusion](https://huggingface.co/learn/agents-course/unit2/langgraph/conclusion.md)
- [Document Analysis Graph](https://huggingface.co/learn/agents-course/unit2/langgraph/document_analysis_agent.md)
- [Introduction to `LangGraph`](https://huggingface.co/learn/agents-course/unit2/langgraph/introduction.md)
- [Test Your Understanding of LangGraph](https://huggingface.co/learn/agents-course/unit2/langgraph/quiz1.md)
- [Readme](https://huggingface.co/learn/agents-course/unit3/README.md)
- [Agentic Retrieval Augmented Generation (RAG)](https://huggingface.co/learn/agents-course/unit3/agentic-rag/agentic-rag.md)
- [Creating a RAG Tool for Guest Stories](https://huggingface.co/learn/agents-course/unit3/agentic-rag/invitees.md)
- [Conclusion](https://huggingface.co/learn/agents-course/unit3/agentic-rag/conclusion.md)
- [Building and Integrating Tools for Your Agent](https://huggingface.co/learn/agents-course/unit3/agentic-rag/tools.md)
- [Introduction to Use Case for Agentic RAG](https://huggingface.co/learn/agents-course/unit3/agentic-rag/introduction.md)
- [Creating Your Gala Agent](https://huggingface.co/learn/agents-course/unit3/agentic-rag/agent.md)
- [Claim Your Certificate 🎓](https://huggingface.co/learn/agents-course/unit4/get-your-certificate.md)
- [Hands-On](https://huggingface.co/learn/agents-course/unit4/hands-on.md)
- [Conclusion](https://huggingface.co/learn/agents-course/unit4/conclusion.md)
- [Welcome to the final Unit [[introduction]]](https://huggingface.co/learn/agents-course/unit4/introduction.md)
- [What is GAIA?](https://huggingface.co/learn/agents-course/unit4/what-is-gaia.md)
- [And now? What topics I should learn?](https://huggingface.co/learn/agents-course/unit4/additional-readings.md)
- [Let's Fine-Tune Your Model for Function-Calling](https://huggingface.co/learn/agents-course/bonus-unit1/fine-tuning.md)
- [What is Function Calling?](https://huggingface.co/learn/agents-course/bonus-unit1/what-is-function-calling.md)
- [Conclusion [[conclusion]]](https://huggingface.co/learn/agents-course/bonus-unit1/conclusion.md)
- [Introduction](https://huggingface.co/learn/agents-course/bonus-unit1/introduction.md)
- [AI Agent Observability and Evaluation](https://huggingface.co/learn/agents-course/bonus-unit2/what-is-agent-observability-and-evaluation.md)
- [Bonus Unit 2: Observability and Evaluation of Agents](https://huggingface.co/learn/agents-course/bonus-unit2/monitoring-and-evaluating-agents-notebook.md)
- [AI Agent Observability & Evaluation](https://huggingface.co/learn/agents-course/bonus-unit2/introduction.md)
- [Quiz: Evaluating AI Agents](https://huggingface.co/learn/agents-course/bonus-unit2/quiz.md)
- [The State of the Art in Using LLMs in Games](https://huggingface.co/learn/agents-course/bonus-unit3/state-of-art.md)
- [Build Your Own Pokémon Battle Agent](https://huggingface.co/learn/agents-course/bonus-unit3/building_your_pokemon_agent.md)
- [Conclusion](https://huggingface.co/learn/agents-course/bonus-unit3/conclusion.md)
- [Introduction](https://huggingface.co/learn/agents-course/bonus-unit3/introduction.md)
- [Launching Your Pokémon Battle Agent](https://huggingface.co/learn/agents-course/bonus-unit3/launching_agent_battle.md)
- [From LLMs to AI Agents](https://huggingface.co/learn/agents-course/bonus-unit3/from-llm-to-agents.md)
- [Live 1: How the Course Works and First Q&A](https://huggingface.co/learn/agents-course/communication/live1.md)
- [Unit 1 Quiz](https://huggingface.co/learn/agents-course/unit1/final-quiz.md)
- [What are LLMs?](https://huggingface.co/learn/agents-course/unit1/what-are-llms.md)
- [Actions:  Enabling the Agent to Engage with Its Environment](https://huggingface.co/learn/agents-course/unit1/actions.md)
- [Quick Self-Check (ungraded) [[quiz2]]](https://huggingface.co/learn/agents-course/unit1/quiz2.md)
- [Conclusion [[conclusion]]](https://huggingface.co/learn/agents-course/unit1/conclusion.md)
- [What are Tools?](https://huggingface.co/learn/agents-course/unit1/tools.md)
- [Messages and Special Tokens](https://huggingface.co/learn/agents-course/unit1/messages-and-special-tokens.md)
- [Let's Create Our First Agent Using smolagents](https://huggingface.co/learn/agents-course/unit1/tutorial.md)
- [What is an Agent?](https://huggingface.co/learn/agents-course/unit1/what-are-agents.md)
- [Table of Contents](https://huggingface.co/learn/agents-course/unit1/README.md)
- [Thought: Internal Reasoning and the ReAct Approach](https://huggingface.co/learn/agents-course/unit1/thoughts.md)
- [Observe: Integrating Feedback to Reflect and Adapt](https://huggingface.co/learn/agents-course/unit1/observations.md)
- [Introduction to Agents](https://huggingface.co/learn/agents-course/unit1/introduction.md)
- [Understanding AI Agents through the Thought-Action-Observation Cycle](https://huggingface.co/learn/agents-course/unit1/agent-steps-and-structure.md)
- [Q1: What is an Agent?](https://huggingface.co/learn/agents-course/unit1/quiz1.md)
- [Dummy Agent Library](https://huggingface.co/learn/agents-course/unit1/dummy-agent-library.md)
- [Onboarding: Your First Steps ⛵](https://huggingface.co/learn/agents-course/unit0/onboarding.md)
- [Welcome to the 🤗 AI Agents Course [[introduction]]](https://huggingface.co/learn/agents-course/unit0/introduction.md)
- [(Optional) Discord 101 [[discord-101]]](https://huggingface.co/learn/agents-course/unit0/discord101.md)
