The EU General Data Protection Regulation (GDPR) and the California Privacy Rights Act (CPRA) mandate principle of data minimization, which requires that only necessary to fulfill a certain purpose be collected. However, it can often difficult determine minimal amount required, especially in complex machine learning models such as deep neural networks. We present first-of-a-kind method reduce p...

In the Philippines, province of Nueva Ecija produces fifty-four percent its annual onion production. However, level growth production was reduced; since outbreak 2016, armyworms destroyed thousands hectares farms resulting in a loss billions pesos, which lead to decline harvest. this study, we develop machine learning models forecast an help evade or reduce damage caused by armyworm outbreak. C...

The liver constitutes the largest gland in human body and performs many different functions. It processes what a person eats drinks converts food into nutrients that need to be absorbed by body. In addition, it filters out harmful substances from blood helps tackle infections. Exposure viruses or dangerous chemicals can damage liver. When this organ is damaged, disease develop. Liver refers any...

We consider accelerating machine learning (ML) inference queries on unstructured datasets. Expensive operators such as feature extractors and classifiers are deployed user-defined functions (UDFs), which not penetrable with classic query optimization techniques predicate push-down. Recent schemes (e.g., Probabilistic Predicates or PP) assume independence among the predicates, build a proxy mode...