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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Chaitanya Ranga Singamaneni

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Review Open access Aug 2026

Self–Optimizing AI data systems: a systematic literature review of CQLE-Aware query optimization, Edge–cloud offloading, Cloud/HPC orchestration, Data–Centric MLOps, and RAG

Self-optimising data systems for AI are reviewed across five strands: learned query optimisation and approximate analytics, edge and IoT offloading, cloud and HPC orchestration, data-centric governance and MLOps, and retrieval-augmented generation. A search of six sources over 2020 to 2026 identified 1,261 records, of...

Chaitanya Ranga Singamaneni, Rakesh Salakapuri · 0 citations

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