Can I read MLSys 2022 Matchmaker Data Drift Mitigation in Machine Learning For Large Scale Systems Paper on EtoBox?

MLSys 2022 Matchmaker Data Drift Mitigation in Machine Learning For Large Scale Systems Paper by dj0398913 is a document available to read on EtoBox.

What is MLSys 2022 Matchmaker Data Drift Mitigation in Machine Learning For Large Scale Systems Paper about?

The document presents Matchmaker, a novel solution for mitigating data drift in machine learning systems deployed at scale, addressing challenges such as scalability, ground truth latency, and mixed data drifts. Matchmaker dynamically selects the most similar training data for inference, leading to significant improvements in model accuracy and reductions in operational costs compared to existing methods. Experiments demonstrate that Matchmaker achieves faster predictions and better accuracy in real-world a

Author

dj0398913

Language

EN