RAG and Fine-Tuning Explained

This course breaks down the AI concepts Retrieval Augmented Generation (RAG) and fine-tuning to explain how they factor into building robust enterprise applications.

Introduction

• RAG, fine-tuning, and the enterprise

1. RAG and Fine-Tuning

• How LLMs work
• Context makes all the difference
• RAG: Retrieval Augmented Generation
• The RAG flow
• Embeddings: Helping AI understand data
• Knowledge graphs
• Fine-tuning
• RAFT: RAG with fine-tuning

2. Conclusion

• Tying it all together