DeepLearning.AI

Thomas Wolf

Aymeric Roucher

In this course, you'll explore the evolution of agentic systems and learn why code agents are the next big step. You'll gain insights into the core idea of code agents, their benefits, and how to run them safely using a constrained Python interpreter. By the end, you'll be equipped to build and deploy code agents, ready to optimize their performance in real-world applications.

Building Code Agents with Hugging Face smolagents

An overview of the course and its objectives.

Introduction

Explores the evolution of agentic systems and their increasing levels of agency.

A Brief History of Agents

Covers the core idea of code agents and how they write their actions in code.

Introduction to Code Agents

Learn how to run code agents safely using a constrained Python interpreter and sandboxing.

Secure Code Execution

Techniques to trace, debug, and assess code agents to optimize their behavior.

Monitoring and Evaluating your Agent

Develop a multi-agent system capable of finding information online and organizing it into an interactive report.

Build a Deep-Research Agent

Wrap-up of the course content and key takeaways.

Conclusion

A short quiz to test your understanding of the course material.

Quiz

Additional resources and tips for building and deploying code agents.

Appendix - Tips and Helps

Learn to build code agents with Hugging Face's smolagents in this short course. Understand the architecture and benefits of code agents, and gain skills in deploying secure systems capable of handling complex tasks.

Individuals interested in agentic workflows and looking to explore beyond traditional tool-calling methods.

AI Enthusiasts

Developers who want to learn how to build and deploy secure code agents using Hugging Face’s smolagents.

Developers

Data scientists aiming to enhance their skills in designing, monitoring, and evaluating multi-agent systems.

Data Scientists

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Building Code Agents with Hugging Face smolagents

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