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Giuseppe Salvi's Projects

ezshop icon ezshop

EZShop is a software application to manage sales, inventory, supply orders, customers and support accounting in a small shop

hanabi icon hanabi

Rule based agent to play the game of Hanabi

html-tree-edit-distance icon html-tree-edit-distance

An implementation of the Tree Edit Distance metric for comparing HTML trees, using the Zhang-Shasha (zss) algorithm.

ml-labs icon ml-labs

Contains the laboratories for the course "Machine Learning and Pattern recognition"

ml-project icon ml-project

Binary classification task for Banknote authentication

mlina-crc-contest-assignment icon mlina-crc-contest-assignment

Contest in the course Machine Learning in Applications @ PoliTo 2022: the goal is to apply selective classification on a real case study of histological images categorization with 3 classes of interest and 4 of “spurious“ samples and get the best performance in terms of risk and coverage.

mlina-datapreprocessing-imageclassification icon mlina-datapreprocessing-imageclassification

First laboratory of the course Machine Learning in Applications @ PoliTo 2022: using a dataset with few images of different classes of roughness from a vane produced with Additive manufacturing, develop a pipeline from data preprocessing to final classification.

mlina-dl-uncertainty icon mlina-dl-uncertainty

Third laboratory of the course Machine Learning in Applications @ PoliTo 2022: model uncertainty in Deep Learning, using MC Dropout, variational inference, ensamble and test-time data augmentation

mlina-selective-classification icon mlina-selective-classification

Fourth laboratory of the course Machine Learning in Applications @ PoliTo 2022: selective classification, we want to reduce the error rate by abstaining from predictions when in doubt, while keeping coverage as high as possible

webui2code icon webui2code

Web UI code generation: a transformer-based model applied to real-world screenshots

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