Deepika Sharma

Uncertainty-Aware Machine Learning for Reliable Decision-Making in Data-Driven Systems

An uncertainty-aware machine learning framework that integrates probabilistic modeling techniques into conventional predictive architectures to jointly estimate epistemic and aleatoric uncertainty is proposed, indicating that incorporating uncertainty estimation enhances trustworthiness and robustness without sacrifici...