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Ketrin MehmetiKM
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Ketrin Mehmeti

@ketrinmehmeti

I build Python and LLM pipelines for biomedical decision support, EEG analysis, and clinical QA tools.

Italy
Message

What I'm looking for

I’m looking for work where I can build practical AI tools in healthcare—LLM pipelines for QA and reasoning, plus ML for biomedical data—turning models into usable software products.

I’m working on an EEG prediction pipeline at NECSTLab, benchmarking Python machine-learning performance for functional-connectivity-based estimation of psychopathological factors.

At the Neurological Institute “Carlo Besta” in Milan, I’m developing a clinical decision support web app with Streamlit and Python-based classification models, and I’ve added generative data augmentation to address class imbalance.

For biomedical QA, I’ve built and evaluated LLM-based pipelines for biomedical question answering, including fine-tuning and benchmarking of pretrained models for classification, scientific reasoning, and information extraction.

Experience

Work history, roles, and key accomplishments

NE
Current

Projects Wearable EEG Prediction Pipeline

NECSTLab

Jan 2025 - Present (1 year 7 months)

Compared and benchmarked Python-based machine learning performance loss in functional connectivity-based estimation of psychopathological factors.

NB
Current

ALS Classification Web App

Neurological Institute Carlo Besta

Jan 2025 - Present (1 year 7 months)

Built a full-stack clinical decision support application using Streamlit, integrating Python-based classification models and generative data augmentation techniques.

PM
Current

Student Representative

Politecnico di Milano

Jan 2025 - Present (1 year 7 months)

Student Representative in the Course of Study Council for the Biomedical Engineering Course.

BA
Current

IT Team Member

Biomedical Engineering Association

Jan 2024 - Present (2 years 7 months)

Contributing to the development and maintenance of the association's website as part of a collaborative IT team.

PM

Biomedical QA with LLMs

Politecnico di Milano

Jan 2024 - Jan 2025 (1 year)

Built and evaluated LLM-based pipelines for biomedical question answering, including fine-tuning and benchmarking of pretrained models.

BL

EEG Connectivity Analysis Toolbox

B3 Lab

Jan 2023 - Jan 2024 (1 year)

Developed a MatLab-based toolbox for EEG connectivity analysis and visualization, enabling preprocessing, feature extraction, and exploratory analysis.

Education

Degrees, certifications, and relevant coursework

Politecnico di Milano logoPM

Politecnico di Milano

Master of Science, Information Bioengineering

2024 -

Master's degree in Information Bioengineering focused on machine learning, artificial intelligence, and advanced software tools for healthcare.

Politecnico di Milano logoPM

Politecnico di Milano

Bachelor of Science, Biomedical Engineering

2021 - 2024

Bachelor's degree in Biomedical Engineering.

SS

Steilacoom High School

High School Diploma, High School

2019 - 2020

Cultural exchange year completed at Steilacoom High School through the World Education Program (WEP).

Tech stack

Software and tools used professionally

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