LlamaIndex: Developing LLM Powered Applications Training Course

Introduction to LlamaIndex

• Comprehending LlamaIndex and its role within the context of LLMs
• Setting up LlamaIndex: environment setup and prerequisites
• Fundamentals of indexing custom data

LlamaIndex in Action

• Querying with LlamaIndex: techniques and best practices
• Constructing query and chat engines using LlamaIndex
• Creating intuitive Streamlit interfaces for LLM applications

Advanced Features of LlamaIndex

• Utilizing retrieval-augmented generation (RAG) for improved data retrieval
• Leveraging vector stores for efficient data management
• Designing and implementing LlamaIndex agents

Application Development with LlamaIndex

• Prompt engineering: chain of thought, ReAct, and few-shot prompting
• Developing a documentation assistant: a practical LLM application
• Debugging and testing LLM applications

Deployment and Scaling

• Deploying applications based on LlamaIndex
• Scaling LLM applications for high performance
• Monitoring and optimizing LLM applications

Ethical and Practical Considerations

• Navigating ethical implications in LLM applications
• Ensuring privacy and data security with LlamaIndex
• Preparing for future advancements in LLM technology

Summary and Next Steps