This repository contains the project made for the course of Cognitive Services at the Master degree in computer science at the University of Padua.
In report/ folder there is the paper associated to the project. It explains the choices, the approach and the dataset that we used in the project.
In code/ folder there is the code to reproduce the experiments performed for the project and explained in the project report:
model_building.pycreates the five CNN models explained in the Proposed model section of the report;model_testing.pycomputes the metrics scores associated with the five models built by the previous script;learning_rate_test.pytrains the proposed model with the three learning rate values explained in the Optimizer and optimizer hyperparameters choice section of the report;data_augmentation.pycreates the oversampled dataset to perform the experiment explained in the Experiments section of the report;model.pyperforms all the experiments presented in the Experiments section of the report;model_test.pycomputes the metrics scores associated with the models built by the previous script.
In results/ folder there are all the results obtained in this project and showed in the project report.
In presentationSlides/ folder there are the slides used to present this project.
In courseSlides/ folder there are the slides used by Professors to explain the course.
In usefullInfo/ folder there are some useful informations about skin cancer classification task and deep learning topics.