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    Advanced · ~2.7 hr · 10 lessons

    Forward Deployed Engineer: RAG, Search and Data

    Build retrieval for enterprise documents: ingestion, chunking, keyword and vector search, access control, citations, evaluation and fresh data.

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    What's inside

    1. 1Document Ingestion and Metadata for RAGFree to read
    2. 2Chunking Trade-offs Measured on a Fixed Question SetEnroll to read
    3. 3Keyword, Vector and Hybrid Search for RAGEnroll to read
    4. 4Metadata Filters and Tenant-Aware Access Control in RAGEnroll to read
    5. 5Context Assembly and Citations for RAG AnswersEnroll to read
    6. 6RAG Evaluation: Recall, Groundedness and Failure ModesEnroll to read
    7. 7Embeddings and pgvector Tuning for RAGEnroll to read
    8. 8Reranking: A Second Stage for RAG RetrievalEnroll to read
    9. 9Keep RAG Data Current: Sync, Deletes, Messy FilesEnroll to read
    10. 10Prompt, RAG or Fine-Tune: A Decision GuideEnroll to read

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