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Introduction to Retrieval Augmented Generation (RAG) with LLMs - Part 1
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- 1 - Introduction to RAG
- 2 - Parametric Knowledge Limitations
- 3 - In-Context Learning
- 4 - Retrieval Augmented Generation RAG
- 5 - Keyword Search
- 6 - Semantic Search / Sentence Similarity
- 7 - Hands-on RAG Example with Langchain
- 8 - Processing Huberman Lab Podcast Dataset
- 9 - Embedding Documents with BGE Embeddings
- 10 - Populating Chroma Vector Store
- 11 - Full RAG Chain with Langchain Expression Language LEL
- 12 - Quoting Sources
