← Cursos
🎓
BásicocourseAcceso por bootcamp
Advanced RAG Techniques Guide
64
Lecciones
8
Módulos
🎓
Acceso por bootcamp
Lo que aprenderás
✓Design and implement a complete RAG pipeline (indexing, retrieval, generation, evaluation)
✓Apply chunking strategies (fixed, semantic, recursive) and select the optimal one for your data
✓Optimize user queries with expansion, rewriting, decomposition, and HyDE techniques
✓Implement re-ranking with cross-encoders, LLM-based re-rankers, and Cohere Rerank
✓Build hybrid search combining BM25 keyword search with semantic embeddings
✓Use metadata filtering for multi-tenant isolation, time-based, and category-based retrieval
✓Deploy RAG to production with Pinecone (namespaces, scaling, migration from ChromaDB)
✓Evaluate RAG quality with RAGAS framework, golden datasets, and regression testing in CI/CD
¿Para quién es?
- •AI Engineers who have built basic RAG systems and need production-level precision and scalability
- •Backend developers building AI-powered search, Q&A, or document intelligence features
- •Engineers whose RAG prototypes work in demos but fail with real user queries
- •Teams optimizing existing RAG systems that return irrelevant results or scale poorly
- •Developers preparing for AI engineering roles that require advanced retrieval expertise
Requisitos
- •Python intermediate (OOP, async/await, type hints)
- •Basic RAG implemented (embeddings, vector search, LLM generation)
- •Experience with ChromaDB or similar vector database
- •Familiarity with OpenAI API or equivalent LLM provider
- •Understanding of embeddings and cosine similarity concepts
Contenido del curso
1Módulo 1: RAG Pipeline Completo (Architecture Overview)8 lecciones
2Módulo 2: Chunking Strategies8 lecciones
3Módulo 3: Query Optimization8 lecciones
4Módulo 4: Re-ranking Techniques8 lecciones
5Módulo 5: Hybrid Search (BM25 + Semantic)8 lecciones
6Módulo 6: Metadata Filtering8 lecciones
7Módulo 7: Production RAG con Pinecone8 lecciones
8Módulo 8: RAG Evaluation + Proyecto Integrador8 lecciones
Reviews
What students say
Sign in to leave a review.
No approved reviews yet.
Be the first to share your experience!