The IRMA Community
Newsletters
Research IRM
Click a keyword to search titles using our InfoSci-OnDemand powered search:
|
Automated Machine Learning Model Management: Integrating Monitoring, ML Observability, and Continuous Feedback for Enhanced Performance
|
|
Author(s): Pramod Begur Nagaraj (Independent Researcher, USA), Archana Chaluvadi (Massmutual, Boston, USA), Visrutatma Rao Vallu (Insmed Incorporated, USA), Winner Pulakhandam (Personify Inc., USA)and R. Padmavathy (Department of ECE, Dr. N.G.P. Institute of Technology, Coimbatore, India)
Copyright: 2026
Pages: 38
Source title:
AI-Based Data Mobility and Intelligent Modeling for Smart Cities
Source Author(s)/Editor(s): Sultan Ahmad (Prince Sattam Bin Abdulaziz University, Saudi Arabia), Sudan Jha (Kathmandu University, Nepal)and Md Alimul Haque (Veer Kunwar Singh University, India)
DOI: 10.4018/979-8-3373-4202-3.ch010
Purchase
|
Abstract
We present an automated machine learning model management system, which provides feedback loops, at-rest and in-flight observability, and continuous monitoring for sustaining and improving model performance in the long term. The system is built to support automated retraining and redeployment to mitigate challenges associated with data drift or the evolution of operational norms. Our models achieved 99.14% accuracy, 99.19% precision, 99.17% recall, and 99.18% F1 scores in Random Forest and Gradient Boosting. Our system demonstrated superior on-line observability and adaptability to AutoWeka and more conventional Gradient Boosting. Continuous feedback with on-going observations allows users to leverage our system in scalable, decision making applications, in non-stationary conditions while ensuring ongoing performance.
Related Content
|
Mohammad Shuaib Khan, Mohammad Mazhar Afzal.
© 2026.
36 pages.
|
|
Raj Kishor Verma, Raj Kishor Verma.
© 2026.
30 pages.
|
|
Shashikant Nishant Sharma, Kavita Dehalwar.
© 2026.
40 pages.
|
|
Mohammad Shuaib Khan, Mohammad Mazhar Afzal.
© 2026.
28 pages.
|
|
Munir Ahmad, Arifur Rahman, Bivash Ranjan Chowdhury, Hossain Mohammad Dalim.
© 2026.
24 pages.
|
|
G. Swetha, M. S. Veena, Tejaswini Krishnamurthy, S. Druva Kumar, M. Shruthi, S. Vishwanatha, D. Rajeshwari, N. Raghu, Kamal Narayanan, G. B. Arjun Kumar.
© 2026.
28 pages.
|
|
Sonu Sharma, Nikhil Kumar Goyal.
© 2026.
34 pages.
|
|
|