clinchworksacademy

Skill focus

Metadata filtering

Explore Metadata filtering skills through published courses and learning paths at Clinch Works Academy.

  1. Embeddings and Vector Search

    Build exact vector retrieval, measure approximation failures, implement persisted metadata-filtered CRUD, and diagnose retrieval errors with labeled evaluation. Includes metric calculations, a coarse-list ANN reference, and optional real SentenceTransformer and Qdrant workflows.

    Intermediate16–23 hours including labsArtificial IntelligencePremium access
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  2. Retrieval-Augmented Generation (RAG)

    Build reliable RAG systems from ingestion through grounded generation and evaluation. Expanded engineering lessons with worked examples, runnable local practice, failure investigation and evidence-based assessment.

    Intermediate to Advanced24–40 hoursArtificial IntelligencePremium access
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