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MartinScorza/README.md

Hi, I'm Martín Scorza 👋

Final-year Biomedical Engineering student pursuing a French–Argentine double-degree program between Université de Technologie de Compiègne (UTC) and Universidad Favaloro.

My academic work spans medical imaging, biomedical signal processing, machine learning, embedded systems, robotics and biomedical research, with an emphasis on reproducibility, technical evidence and responsible handling of biomedical data.

Areas of interest

  • Medical imaging and MRI
  • Biomedical signal processing
  • Machine learning for healthcare
  • Embedded systems, control and robotics
  • Medical devices and biomedical R&D
  • Biomaterials and biomedical technology assessment

Featured projects

These repositories present selected academic team projects. Team attribution, evidence boundaries and limitations are documented within each repository.

MATLAB · Medical imaging · Image segmentation

Collaborative cardiac MRI project comparing four left-ventricular segmentation approaches and a 2D area-derived ejection-fraction proxy. The portfolio version includes reproduced numerical results and synthetic tests while keeping the medical source data outside the repository.

C · Python · MSP432 · UART · SPI · PWM · PI control

Two-student embedded-systems project integrating two robotic-hand architectures, sensors, microcontroller peripherals, PC communication and position control. The public repository includes clean-build evidence and explicitly separates public code from internal or third-party material.

Python · scikit-learn · Data analysis · Machine learning

Four-student machine-learning project on a public cardiovascular dataset with 70,000 source records. The portfolio version adds a reproducible evaluation pipeline with nested cross-validation and an untouched hold-out set; the selected model achieved 72.29% hold-out accuracy and 78.60% ROC-AUC.

LabVIEW · ECG · HRV · Signal processing · Exploratory machine learning

Three-student biomedical instrumentation project covering the signal chain from ECG acquisition and conditioning to R-peak detection, HRV analysis and exploratory physiological-state classification. The repository documents a 500 Hz acquisition workflow and excludes identifiable participant data.

Biomaterials · Tissue engineering · Regenerative medicine · Technology assessment

Three-student literature-based technology assessment of skin substitutes and cultured epithelial autografts for severe burn care, including manufacturing, clinical translation, regulation, access constraints and emerging research directions.

These are academic and research portfolio projects. Healthcare software and prototypes are not presented as clinically validated tools or medical devices.

Technical skills

Programming: Python, C, C++, MATLAB, SQL
Machine learning and data analysis: scikit-learn, data preprocessing, exploratory data analysis, classification, cross-validation, feature selection
Biomedical signals and imaging: ECG acquisition and processing, HRV analysis, digital signal processing, cardiac MRI, medical image segmentation
Embedded systems and control: MSP432, microcontrollers, PWM, ADC, GPIO, timers, interrupts, UART, SPI, sensor integration, PI control
Tools: LabVIEW, Proteus, Git, GitHub, Google Colab

Languages

  • Spanish — Native
  • French — B2
  • English — B2

Contact

📧 scorzamartin@gmail.com

Popular repositories Loading

  1. MartinScorza MartinScorza Public

  2. cardiac-mri-lv-segmentation cardiac-mri-lv-segmentation Public

    MATLAB comparison of four left-ventricular segmentation approaches in cardiac MRI, including a 2D area-derived ejection-fraction proxy.

    MATLAB

  3. embedded-robotic-hand-control embedded-robotic-hand-control Public

    Embedded control of two robotic hands using MSP432, C, Python, UART, SPI, PWM, sensors and PI position control.

    C

  4. ecg-hrv-stress-detection ecg-hrv-stress-detection Public

    Academic ECG acquisition and HRV analysis pipeline with LabVIEW and exploratory decision-tree classification.

  5. cardiovascular-disease-ml cardiovascular-disease-ml Public

    Academic cardiovascular disease classification project with reproducible machine learning evaluation.

    Python

  6. artificial-skin-research artificial-skin-research Public

    Literature-based technology assessment of skin substitutes and cultured epithelial autografts for severe burn care.