Artificial Intelligence
129 learners
Beyond Basic RAG: Improving our Pipeline in Java
Enhance your RAG pipeline with advanced retrieval techniques. Combine BM25 with embeddings, refine queries iteratively, build final context, and constrain LLMs to use only retrieved data. Optionally, summarize multiple chunks into a concise context to improve accuracy and responses.
Java
4 lessons
15 practices
2 hours
Course details
Constrained Generation in Retrieval-Augmented Generation Systems
Implementing Base Prompt Strategy for RAG Systems
Implementing Strict Prompt Strategy for RAG Systems
Implementing Citation Prompt Strategy for RAG Systems
Implementing Constrained Generation Strategies for RAG Systems
Implementing Smart Context Truncation in RAG Systems
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