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38

Hands-On Agentic AI: Building AI Agents with LlamaIndex

سرفصل های دوره

AI agents are quickly becoming popular for their ability to make decisions autonomously and then act upon them. In this hands-on interactive course for AI and ML engineers, instructor Kumaran Ponnambalam helps you get up to speed with agentic AI capabilities in LlamaIndex, the popular framework that provides several building blocks to quickly create and deploy AI agents with ease. Along the way, explore a variety of different agentic AI use cases with LlamaIndex to understand popular patterns in agentic AI and how to implement them successfully with LlamaIndex.

This course is integrated with GitHub Codespaces, an instant cloud developer environment that offers all the functionality of your favorite IDE without the need for any local machine setup. With GitHub Codespaces, you can get hands-on practice from any machine, at any time—all while using a tool that you’ll likely encounter in the workplace. Check out “Using GitHub Codespaces" with this course to learn how to get started.


01 - Introduction
  • 01 - Introduction to the course
  • 02 - Setting up codespaces

  • 02 - 1. Agentic Concepts in LlamaIndex
  • 01 - Agentic AI A review
  • 02 - AI agents in LlamaIndex
  • 03 - Tools and toolspecs in LlamaIndex
  • 04 - Set up LLM and tools for a LlamaIndex agent
  • 05 - Create and execute a LlamaIndex agent

  • 03 - 2. Build a Healthcare Assistant Agent
  • 01 - What is ReAct
  • 02 - Healthcare ReAct assistant Design
  • 03 - Set up Wikipedia tools for healthcare assistant
  • 04 - Set up RAG for medications
  • 05 - Set up and execute the healthcare agent

  • 04 - 3. Build a Summarization Agent
  • 01 - Summarization agent design
  • 02 - Create the introspection agent
  • 03 - Execute the introspection agent

  • 05 - 4. Workflow Concepts in LlamaIndex
  • 01 - Intro to LlamaIndex workflows
  • 02 - LlamaIndex workflow components
  • 03 - Managing data in LlamaIndex workflows
  • 04 - A simple LlamaIndex workflow Design
  • 05 - Build and execute a simple LlamaIndex workflow

  • 06 - 5. Build a Doctor Scheduling Assistant with Workflows
  • 01 - Doctor scheduling assistant Design
  • 02 - Set up the doctor database tool
  • 03 - Set up the doctor scheduling tool
  • 04 - Set up custom events for scheduling
  • 05 - Create a custom workflow for scheduling assistant
  • 06 - Create and execute the scheduling agent

  • 07 - 6. Multi-agent Systems with LlamaIndex
  • 01 - Multi-agent systems
  • 02 - Multi-agent hospital application Design
  • 03 - Importing agents in a multi-agent application
  • 04 - Set up the multi-agent application
  • 05 - Execute the multi-agent application

  • 08 - Conclusion
  • 01 - Next steps
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    تاریخ انتشار: ۱۴ دی ۱۴۰۴
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