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Implementing Retrieval Augmented Generation
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Classroom Contents
Hugging Face LLMs with SageMaker - RAG with Pinecone
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- 1 Open Source LLMs on AWS SageMaker
- 2 Open Source RAG Pipeline
- 3 Deploying Hugging Face LLM on SageMaker
- 4 LLM Responses with Context
- 5 Why Retrieval Augmented Generation
- 6 Deploying our MiniLM Embedding Model
- 7 Creating the Context Embeddings
- 8 Downloading the SageMaker FAQs Dataset
- 9 Creating the Pinecone Vector Index
- 10 Making Queries in Pinecone
- 11 Implementing Retrieval Augmented Generation
- 12 Deleting our Running Instances
