Hugging Face AI Agents Course
by Hugging Face
A free, hands-on course that takes you from the theory of AI agents to shipping your own, with a certificate at the end.
Overview
The AI Agents Course is Hugging Face's structured, project-based path into agentic AI. It starts with what an agent actually is (the think-act-observe loop, tools, and memory), then walks through building real agents with multiple frameworks including smolagents, LangGraph, and LlamaIndex. You complete graded challenges and a final project, earning a certificate. It is one of the most accessible on-ramps to production agent development and is kept current with the fast-moving ecosystem.
At a Glance
- Topic
- Agentic
- Level
- Beginner
- Format
- Course
- Cost
- Free
- Duration
- ~20-30 hours, self-paced
- Provider
- Hugging Face
- Hands-on
- Yes — code/exercises
- Certificate
- Available
What You’ll Learn
- ✓The core anatomy of an LLM agent: tools, memory, and the reasoning loop
- ✓Building agents with smolagents, LangGraph, and LlamaIndex
- ✓Designing and calling tools safely from an agent
- ✓Evaluating and debugging agent behavior
- ✓Shipping a capstone agent project
Highlights
- •Completely free with a shareable certificate
- •Framework-agnostic — you see several agent stacks, not just one
- •Graded hands-on assignments and a final project
Who It’s For
Best For
- ✓Developers new to agent frameworks
- ✓Engineers who want a structured, certified path into agentic AI
Prerequisites
- •Basic Python
- •Familiarity with calling an LLM API
FAQ
What is Hugging Face AI Agents Course?
Hugging Face's flagship free course on building AI agents — from first principles to deploying agents with smolagents, LangGraph, and LlamaIndex.
Is Hugging Face AI Agents Course free?
Hugging Face AI Agents Course is free to access.
What level is Hugging Face AI Agents Course for?
Hugging Face AI Agents Course is aimed at a beginner audience. Recommended background: Basic Python, Familiarity with calling an LLM API.
How long does Hugging Face AI Agents Course take?
Expect roughly ~20-30 hours, self-paced. Most learners work through it at their own pace.
What will I learn from Hugging Face AI Agents Course?
You'll learn: The core anatomy of an LLM agent: tools, memory, and the reasoning loop; Building agents with smolagents, LangGraph, and LlamaIndex; Designing and calling tools safely from an agent; Evaluating and debugging agent behavior; Shipping a capstone agent project.