Vasco Sampaio

*Medical image segmentation(MRI, CT scans, DICOM) to identify and isolate organs, lesions, or anomalies. *Pathology detection & classificationwith models trained on real-world data. *Standardization and anonymizationofmedical datato comply with regulatory constraints (GDPR)

• **Custom model design**: selection of appropriate architectures (CNN, Transformers, etc.).

*Training and fine-tuningof existing models to optimize performance on your datasets.

• **Evaluation & metrics**: implementation of relevant KPIs (precision, recall, F1-score) and cross-validation

• **Advanced preprocessing**: cleaning, normalization, data augmentation to improve model robustness.

*Complex data analysis(3D, multi-modality, time series). *Pipeline automationto accelerate the transition from raw data to model training. *GPU optimization and parallelizationfor fast and scalable models.

• **Production deployment via APIs and dedicated servers**, integration into your business environments.

*Monitoring & maintenanceto ensure continuous reliability (logs, tests). *High-performance API developmentto integrate models into your existing products.

• **Full-stack AI applications**: user interfaces, dashboards, internal tools.

*CI/CD & containerization(Docker, Git, pipelines) to automate model deployment and updates.