Computational efficiency Machine Learning; MLOps
noun phrase
Definition: The degree to which a model, agent, or intelligent system uses computational resources such as runtime, memory, energy, and processing operations effectively while performing training, inference, or decision-making tasks [Zhao et al. 2022].
Example in context: “In this work, we develop a model reduction method using sensitivity analysis and active learning to improve the computational efficiency of machine learning modeling of nonlinear processes.” [Zhao et al. 2022]
Synonyms: computational performance; runtime efficiency; resource efficiency
Related terms: inference efficiency; training efficiency; memory efficiency; energy efficiency