Training programme overview
Optimize production RAG systems: diagnose failure modes, apply query rewriting and reranking, design multi‑index retrieval, create synthetic datasets, use targeted metrics and set up human review workflows to monitor quality and mitigate drift.
This advanced track examines RAG failure modes and concrete fixes applicable in production environments.
Topics include query rewriting and reranking techniques, plus multi‑index strategies to tailor retrieval to varied content types.
It explains building synthetic datasets and selecting evaluation metrics to quantify accuracy, faithfulness and robustness.
The program details how to implement human review workflows and continuous evaluation pipelines to detect drift and preserve system quality.
Training · Advanced
Courses included in this training programme
RAG Failure Modes
Analysis of RAG failure modes: missing, wrong, stale or conflicting context. This module defines these failure types, shows how to detect and diagnose them, and equips practitioners to pinpoint sources of error in retrieval-augmented generation pipelines.
4 lessons · 20 activities · 0 exercises · 3 videos
Advanced Retrieval Patterns
Advanced retrieval patterns for RAG: query rewriting and decomposition, HyDE, multi-query/multi-index retrieval, reranking and contextual compression. The unit explains these techniques and how they improve relevance and document coverage.
4 lessons · 20 activities · 0 exercises · 3 videos
Evaluation Pipelines
Evaluation pipelines for RAG: synthetic dataset generation, retrieval metrics (recall, precision, MRR, nDCG) and generation metrics (faithfulness, helpfulness, correctness), plus LLM-as-judge calibration and bias. Practical approach to measure and compare systems.
4 lessons · 24 activities · 12 exercises · 3 videos
Continuous Improvement
Continuous improvement for RAG systems: regression tests, human feedback and annotation workflows, experiment tracking and release gates, and reporting to product and business stakeholders.
4 lessons · 20 activities · 0 exercises · 3 videos
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