Best Practices for Optimizing LLMs (Prompt Engineering, RAG and Fine-tuning)

• The Optimization Strategies
• Typical Optimization Pipeline
• Comparison of Optimisation Approaches
• OpenAI RAG Use Case

RAG Evaluation Metrics

• How to Evaluate RAG
• Generation Evaluation
• Retrieval Evaluation

Challenges in the Application and Implementation of RAG

Challenges in the Commercialization of Large Language Models

• 1. Current Solutions for Rapid Commercial Deployment: RAG
• 2. Challenges in the Commercialization of LLM
• 3. Generation and Retrieval
• 4. Use Case: Implementation of an Intelligent Customer Service System

RAG Workflow

• 1. Raw Data Processing Flow
• 2. RAG Process in Q&A Scenarios
• 3. RAG Optimization Points
• 4. RAG Optimization