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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Dmitry Y. Mishin

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Book Open access Jul 2026

LLMs or Naive Bayes? Old Gems or New Ways

It is shown the decision line is task-dependent (NB reaches LLM parity around N ∼ 104 labels for topic classification, while zero-data sentiment favors the LLM at all N tested) and a Kubernetes Helm operator is provided that automates model selection using configurable thresholds and verifiable Prometheus metrics.

M. Sada, John J. Graham, M. Tatineni et al. · 0 citations

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