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Ylenia Galluzzo's Projects

awesome-datascience icon awesome-datascience

:memo: An awesome Data Science repository to learn and apply for real world problems.

awesome-graph icon awesome-graph

A curated list of resources for graph databases and graph computing tools

awesome-python icon awesome-python

A curated list of awesome Python frameworks, libraries, software and resources

medialpy icon medialpy

A small python package that allows the user to look up common medical abbreviations.

project_radiomicclassification icon project_radiomicclassification

Study on the classification of radiomic data radiomic data on tumour status in patients in patients with prostate carcinoma using variational autoencoder (VAE). In this project, the VAE model is used as an alternative to PCA for the selection of dataset features. Tumour classification results obtained using PCA in combination with ML models such as: KNN, SVM, Random Forest, Logit. Tumour status classification results using VAE+MPL are also processed. In addition, oversampling of the samples was carried out using the SMOTE technique (for creating new synthetic data based on the actuals), using a non-trivial target reconstruction strategy.

projectuni-cnn icon projectuni-cnn

Replication of research article results: Rizzo, Riccardo, et al. "A deep learning approach to DNA sequence classification." International Meeting on Computational Intelligence Methods for Bioinformatics and Biostatistics. Springer, Cham, 2015.". ML models were used: Naive Bayes, SVM, Random Forest; The CNN neural network was also implemented, respecting the modifications made to the LeNet-5 network in the research article.

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