Mate Fellner
Data scientist, Mathematician
About Me
As a data scientist and Python developer, I have worked with a diverse range of clients including product owners, physicians, and geoinformaticians. This experience has taught me the importance of explainable AI, data visualization, and statistics in communicating technical concepts to a broad audience. I am always looking to expand my skillset and recently have become interested in web development and decentralized applications , also staying up-to-date with the latest technologies in data science. Currently experimenting with Generative AI such as Stable Diffusion and ChatGPT
My projects
Python
Agent based modeling
We have created a computational model to simulate small cell lung cancer using diffrenet kinds of cancer and immune cells as agents in a 3D environment.
Data Science / Frontend (JS, HTML) / Backend (Python, FastAPI)
Treatment efficacy evaluation
I have used multimodal data including questionnaire responses, metagenome expression tables, and CT images to fit machine learning models for efficacy predictions for immunotherapy treatments. These models were developed for use by physicians in clinical practice, developed with the Hungarian Korányi Institute of Pulmonology.
Python / Statistics / Data mining
Networks in Bioinformatics
Our study analyzed brain graphs using data mining algorithms and statistics to find connections to intelligence and psychological tests. Results suggest specific brain substructures may influence cognitive function and predict differences in intelligence and psychological well-being.
Work Experience
- A computer-aided diagnosis system for lung cancer based on CT images
- A model for predicting the efficacy of immunotherapy treatments
- A model for small cell lung cancer behavior (SCLC)
- An automated verification system for agriculture using satellite images and time series data for crop classification