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

Author

Nilesh Mutyam

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Open access 2023

A Hybrid Machine Learning and Control-Theoretic Framework for Stability-Assured Resource Management in Large-Scale Cloud Computing Environments

A hybrid design can reduce elastic lag, control oscillatory scaling behavior, preserve bounded latency error, and support auditable resource governance more effectively than purely reactive autoscaling or unconstrained learning policies.

Nilesh Mutyam · 0 citations
Open access 2024

Transformer-Based Multi-Signal Predictive Autoscaling for SLA-Aware Resource Management in Kubernetes-Orchestrated Cloud-Native Environments

The study argues that SLA-aware predictive autoscaling should be treated not merely as a forecasting task but as an integrated control problem involving observability quality, model calibration, decision governance, and runtime safety.

Nilesh Mutyam · 0 citations

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