base on This repository contains the Hugging Face Agents Course. # <a href="https://hf.co/learn/agents-course" target="_blank">The Hugging Face Agents Course</a> If you like the course, **don't hesitate to ⭐ star this repository**. This helps us to **make the course more visible 🤗**. <img src="https://huggingface.co/datasets/agents-course/course-images/resolve/main/en/communication/please_star.gif" alt="Star the repo" /> ## Content The course is divided into 4 units. These will take you from **the basics of agents to a final assignment with a benchmark**. Sign up here (it's free) 👉 <a href="https://bit.ly/hf-learn-agents" target="_blank">https://bit.ly/hf-learn-agents</a> You can access the course here 👉 <a href="https://hf.co/learn/agents-course" target="_blank">https://hf.co/learn/agents-course</a> | Unit | Topic | Description | |---------|----------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------| | 0 | [Welcome to the Course](https://huggingface.co/learn/agents-course/en/unit0/introduction) | Welcome, guidelines, necessary tools, and course overview. | | 1 | [Introduction to Agents](https://huggingface.co/learn/agents-course/en/unit1/introduction) | Definition of agents, LLMs, model family tree, and special tokens. | | 1 Bonus | [Fine-tuning an LLM for Function-calling](https://huggingface.co/learn/agents-course/bonus-unit1/introduction) | Learn how to fine-tune an LLM for Function-Calling | | 2 | [Frameworks for AI Agents](https://huggingface.co/learn/agents-course/unit2/introduction) | Overview of `smolagents`, `LangGraph` and `LlamaIndex`. | | 2.1 | [The Smolagents Framework](https://huggingface.co/learn/agents-course/unit2/smolagents/introduction) | Learn how to build effective agents using the `smolagents` library, a lightweight framework for creating capable AI agents. | | 2.2 | [The LlamaIndex Framework](https://huggingface.co/learn/agents-course/unit2/llama-index/introduction) | Learn how to build LLM-powered agents over your data using indexes and workflows using the `LlamaIndex` toolkit. | | 2.3 | [The LangGraph Framework](https://huggingface.co/learn/agents-course/unit2/langgraph/introduction) | Learn how to build production-ready applications using the `LangGraph` framework giving you control tools over the flow of your agent. | | 2 Bonus | [Observability and Evaluation](https://huggingface.co/learn/agents-course/bonus-unit2/introduction) | Learn how to trace and evaluate your agents. | | 3 | [Use Case for Agentic RAG](https://huggingface.co/learn/agents-course/unit3/agentic-rag/introduction) | Learn how to use Agentic RAG to help agents respond to different use cases using various frameworks. | | 4 | [Final Project - Create, Test and Certify Your Agent](https://huggingface.co/learn/agents-course/unit4/introduction) | Automated evaluation of agents and leaderboard with student results. | ## Prerequisites - Basic knowledge of Python - Basic knowledge of LLMs ## Contribution Guidelines If you want to contribute to this course, you're welcome to do so. Feel free to open an issue or join the discussion in the [Discord](https://discord.gg/UrrTSsSyjb). For specific contributions, here are some guidelines: ### Small typo and grammar fixes If you find a small typo or grammar mistake, please fix it yourself and submit a pull request. This is very helpful for students. ### New unit If you want to add a new unit, **please create an issue in the repository, describe the unit, and why it should be added**. We will discuss it and if it's a good addition, we can collaborate on it. ## Citing the project To cite this repository in publications: ```bibtex @misc{agents-course, author = {Burtenshaw, Ben and Thomas, Joffrey and Simonini, Thomas and Paniego, Sergio}, title = {The Hugging Face Agents Course}, year = {2025}, howpublished = {\url{https://github.com/huggingface/agents-course}}, note = {GitHub repository}, } ``` ", Assign "at most 3 tags" to the expected json: {"id":"13695","tags":[]} "only from the tags list I provide: [{"id":77,"name":"3d"},{"id":89,"name":"agent"},{"id":17,"name":"ai"},{"id":54,"name":"algorithm"},{"id":24,"name":"api"},{"id":44,"name":"authentication"},{"id":3,"name":"aws"},{"id":27,"name":"backend"},{"id":60,"name":"benchmark"},{"id":72,"name":"best-practices"},{"id":39,"name":"bitcoin"},{"id":37,"name":"blockchain"},{"id":1,"name":"blog"},{"id":45,"name":"bundler"},{"id":58,"name":"cache"},{"id":21,"name":"chat"},{"id":49,"name":"cicd"},{"id":4,"name":"cli"},{"id":64,"name":"cloud-native"},{"id":48,"name":"cms"},{"id":61,"name":"compiler"},{"id":68,"name":"containerization"},{"id":92,"name":"crm"},{"id":34,"name":"data"},{"id":47,"name":"database"},{"id":8,"name":"declarative-gui "},{"id":9,"name":"deploy-tool"},{"id":53,"name":"desktop-app"},{"id":6,"name":"dev-exp-lib"},{"id":59,"name":"dev-tool"},{"id":13,"name":"ecommerce"},{"id":26,"name":"editor"},{"id":66,"name":"emulator"},{"id":62,"name":"filesystem"},{"id":80,"name":"finance"},{"id":15,"name":"firmware"},{"id":73,"name":"for-fun"},{"id":2,"name":"framework"},{"id":11,"name":"frontend"},{"id":22,"name":"game"},{"id":81,"name":"game-engine "},{"id":23,"name":"graphql"},{"id":84,"name":"gui"},{"id":91,"name":"http"},{"id":5,"name":"http-client"},{"id":51,"name":"iac"},{"id":30,"name":"ide"},{"id":78,"name":"iot"},{"id":40,"name":"json"},{"id":83,"name":"julian"},{"id":38,"name":"k8s"},{"id":31,"name":"language"},{"id":10,"name":"learning-resource"},{"id":33,"name":"lib"},{"id":41,"name":"linter"},{"id":28,"name":"lms"},{"id":16,"name":"logging"},{"id":76,"name":"low-code"},{"id":90,"name":"message-queue"},{"id":42,"name":"mobile-app"},{"id":18,"name":"monitoring"},{"id":36,"name":"networking"},{"id":7,"name":"node-version"},{"id":55,"name":"nosql"},{"id":57,"name":"observability"},{"id":46,"name":"orm"},{"id":52,"name":"os"},{"id":14,"name":"parser"},{"id":74,"name":"react"},{"id":82,"name":"real-time"},{"id":56,"name":"robot"},{"id":65,"name":"runtime"},{"id":32,"name":"sdk"},{"id":71,"name":"search"},{"id":63,"name":"secrets"},{"id":25,"name":"security"},{"id":85,"name":"server"},{"id":86,"name":"serverless"},{"id":70,"name":"storage"},{"id":75,"name":"system-design"},{"id":79,"name":"terminal"},{"id":29,"name":"testing"},{"id":12,"name":"ui"},{"id":50,"name":"ux"},{"id":88,"name":"video"},{"id":20,"name":"web-app"},{"id":35,"name":"web-server"},{"id":43,"name":"webassembly"},{"id":69,"name":"workflow"},{"id":87,"name":"yaml"}]" returns me the "expected json"