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1. maldi-msi-deep-clustering-thesis maldi-msi-deep-clustering-thesis Public

   Master thesis — unsupervised deep clustering of MALDI-MSI ion images, University of Padova 2024

2. supervised-tda-maldi-msi supervised-tda-maldi-msi Public

   Supervised topological data analysis for MALDI-MSI data — persistence transformation for spectral feature extraction and classification, applied to public and proprietary clinical datasets.

3. noise2void-fluorescence-microscopy noise2void-fluorescence-microscopy Public

   Noise2Void self-supervised denoising applied to proprietary fluorescence microscopy data from INT Milan — training directly on single noisy images without clean targets.

4. domain-shift-uncertainty-medical-imaging domain-shift-uncertainty-medical-imaging Public

   A practical project on detecting and addressing domain shift in medical image classification using uncertainty estimation, entropy-based OOD detection, and domain adaptation.

   Jupyter Notebook

5. Ensemble-Learning-for-Chest-XRay-Classification Ensemble-Learning-for-Chest-XRay-Classification Public

   Ensemble learning for chest X-ray classification using DenseNet, CovidNet, and Attention ResNet trained from scratch.

   Jupyter Notebook

6. information-bottleneck-deep-learning information-bottleneck-deep-learning Public

   Systematic study of the Information Bottleneck theory of deep learning; comparing Tanh vs ReLU, SGD vs BGD, and Binning vs KDE mutual information estimation across multiple CNN and feedforward arch...

   Jupyter Notebook