67 citations · 77 across the 4 of their papers we have counts for
3 papers · 1 filter
Adaptive Hyperparameter Optimization for Continual Learning Scenarios
Rudy Semola, Julio Hurtado, Vincenzo Lomonaco +1
Hyperparameter selection in continual learning scenarios is a challenging and underexplored aspect, especially in practical non-stationary environments. Traditional approaches, suc…
Continual Learning for Predictive Maintenance: Overview and Challenges
Julio Hurtado, Dario Salvati, Rudy Semola +2
Deep learning techniques have become one of the main propellers for solving engineering problems effectively and efficiently. For instance, Predictive Maintenance methods have been…
Continual-Learning-as-a-Service (CLaaS): On-Demand Efficient Adaptation of Predictive Models
Rudy Semola, Vincenzo Lomonaco, Davide Bacciu
Predictive machine learning models nowadays are often updated in a stateless and expensive way. The two main future trends for companies that want to build machine learning-based a…