Essays about: "omberäkning av modeller"

Found 2 essays containing the words omberäkning av modeller.

1. 1. Online Learning with Sample Selection

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Cong Gao; [2021]
   Keywords : data-driven engineering; online learning; sample selection; model recomputation; datadriven teknik; online-lärande; dataurval; omberäkning av modeller;

   Abstract : In data-driven network and systems engineering, we often train models offline using measurement data collected from networks. Offline learning achieves good results but has drawbacks. For example, model training incurs a high computational cost and the training process takes a long time. READ MORE

3. 2. Machine Unlearning and hyperparameters optimization in Gaussian Process regression

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Matthis Manthe; [2021]
   Keywords : GDPR; Machine Unlearning; Data removal; Gaussian Process Regression; Product-of-Experts.; RGPD; Désapprentissage; Suppression de données; Gaussian Process regression; Product-of-Experts.; DSF; avlärningen; dataraderingen; Gaussian Process regression; Produkt-av-experter.;

   Abstract : The establishment of the General Data Protection Regulation (GDPR) in Europe in 2018, including the "Right to be Forgotten" poses important questions about the necessity of efficient data deletion techniques for trained Machine Learning models to completely enforce this right, since retraining from scratch such models whenever a data point must be deleted seems impractical. We tackle such a problem for Gaussian Process Regression and define in this paper an efficient exact unlearning technique for Gaussian Process Regression which completely include the optimization of the hyperparameters of the kernel function. READ MORE