How to Sustainably Monitor ML-Enabled Systems? Accuracy and Energy
Efficiency Tradeoffs in Concept Drift Detection

How to Sustainably Monitor ML-Enabled Systems? Accuracy and Energy Efficiency Tradeoffs in Concept Drift Detection

30 April 2024

Justus Bogner

Vincenzo Stoico

Papers citing "How to Sustainably Monitor ML-Enabled Systems? Accuracy and Energy Efficiency Tradeoffs in Concept Drift Detection"

4 / 4 papers shown

Title
The More the Merrier? Navigating Accuracy vs. Energy Efficiency Design Trade-Offs in Ensemble Learning Systems Rafiullah Omar Justus Bogner H. Muccini Patricia Lago Silverio Martínez-Fernández Xavier Franch 32 1 0 03 Jul 2024
A Synthesis of Green Architectural Tactics for ML-Enabled Systems Heli Järvenpää Patricia Lago Justus Bogner Grace A. Lewis H. Muccini Ipek Ozkaya 44 19 0 15 Dec 2023
Operationalizing Machine Learning: An Interview Study Shreya Shankar Rolando Garcia J. M. Hellerstein Aditya G. Parameswaran 71 51 0 16 Sep 2022
Carbon Emissions and Large Neural Network Training David A. Patterson Joseph E. Gonzalez Quoc V. Le Chen Liang Lluís-Miquel Munguía D. Rothchild David R. So Maud Texier J. Dean AI4CE 253 645 0 21 Apr 2021