Search Results for author: Marco Leonardi

Found 3 papers, 0 papers with code

A survey and taxonomy of loss functions in machine learning

no code implementations13 Jan 2023 Lorenzo Ciampiconi, Adam Elwood, Marco Leonardi, Ashraf Mohamed, Alessandro Rozza

This survey aims to provide a reference of the most essential loss functions for both beginner and advanced machine learning practitioners.

regression

Maximum entropy exploration in contextual bandits with neural networks and energy based models

no code implementations12 Oct 2022 Adam Elwood, Marco Leonardi, Ashraf Mohamed, Alessandro Rozza

This provides practitioners with new techniques that perform well in static and dynamic settings, and are particularly well suited to non-linear scenarios with continuous action spaces.

Multi-Armed Bandits

Composition and Style Attributes Guided Image Aesthetic Assessment

no code implementations8 Nov 2021 Luigi Celona, Marco Leonardi, Paolo Napoletano, Alessandro Rozza

In this paper we propose a method for the automatic prediction of the aesthetics of an image that is based on the analysis of the semantic content, the artistic style and the composition of the image.

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