Overview
Learn about HuggingFace's latest agent framework in this 29-minute tutorial video that explores the functionality and implementation of small agents. Dive into the technical aspects of the framework through demonstrations covering simple agents, proprietary models, tool calling agents, system prompt modifications, agent logging, and custom tool development. Explore key concepts from the PAL Paper and Executable Code Actions Paper while following hands-on examples in Colab. Access comprehensive resources including code samples on Github, detailed blog posts, and step-by-step demonstrations that showcase how to effectively build and customize agents using this framework. Follow along with clearly marked timestamps that break down each topic, from the fundamental concepts of Transformers Agent to advanced implementations of custom tools and logging systems.
Syllabus
Intro
Transformers Agent
smolagent Blog
Hugging Face Hub
PAL Paper
Executable Code Actions Paper
Demo Colab
Demo: Simple Agent
Demo: Propriety Models
Demo: Tool Calling Agents
Demo: Changing System Prompts
Demo: Agent Logs
Demo: Custom Tools
Taught by
Sam Witteveen