The Hugging Face Agents Course is a comprehensive learning path that guides users through designing, implementing, and deploying autonomous AI agents. It includes code examples for chaining language models, integrating external APIs, crafting custom prompts, and evaluating agent decisions. Participants build agents for tasks like question answering, data analysis, and workflow automation, gaining hands-on experience with Hugging Face Transformers, the Agent API, and Jupyter notebooks to accelerate real-world AI development.