Machine learning in the healthcare sector: the development of a pneumonia segmentation model
Berrettoni, Leonardo (A.A. 2023/2024) Machine learning in the healthcare sector: the development of a pneumonia segmentation model. Tesi di Laurea in Machine learning, Luiss Guido Carli, relatore Giuseppe Francesco Italiano, pp. 102. [Master's Degree Thesis]
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Abstract/Index
General introduction. State of art: ML in the healthcare sector. The models used. The aim of the research. Literature review. Overview. Machine learning in the healthcare sector. Machine learning in pneumonia detection. Drawbacks and ethical problems in using machine learning in the healthcare sector. The dataset. Preprocessing. Data augmentation. Validation set. Modifying test set. Data loaders. Models. CNN. Models structure. Evaluation. Metrics. Results. Grad-CAM.
References
Bibliografia: pp. 75-83.
| Thesis Type: | Master's Degree Thesis |
|---|---|
| Institution: | Luiss Guido Carli |
| Degree Program: | Master's Degree Programs > Master's Degree Program in Data Science e Management (LM-91) |
| Chair: | Machine learning |
| Thesis Supervisor: | Italiano, Giuseppe Francesco |
| Thesis Co-Supervisor: | Simeone, Antonio |
| Academic Year: | 2023/2024 |
| Session: | Autumn |
| Deposited by: | Alessandro Perfetti |
| Date Deposited: | 15 May 2025 08:28 |
| Last Modified: | 15 May 2025 08:28 |
| URI: | https://tesi.luiss.it/id/eprint/42118 |
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