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RAG and Fine-Tuning Explained

Offered By: LinkedIn Learning

Tags

Artificial Intelligence Courses Embeddings Courses Knowledge Graphs Courses Fine-Tuning Courses Retrieval Augmented Generation Courses

Course Description

Overview

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

Syllabus

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

Taught by

Morten Rand-Hendriksen

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