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1. polyp_segmentation polyp_segmentation Public

   A reproducible deep learning pipeline for automatic polyp segmentation in colonoscopy images. Implemented in Python using PyTorch and U-Net architecture, trained on the Kvasir-SEG dataset.

   Python 1

2. AML_Classification AML_Classification Public

   Klasyfikacja podtypów molekularnych ostrej białaczki szpikowej (AML) na podstawie danych RNA-seq przy użyciu uczenia maszynowego. Projekt zawiera pełną analizę oraz interaktywną aplikację diagnosty…

   R

3. ML_ranking ML_ranking Public

   An automated pipeline for ranking clinical queries against LOINC laboratory codes. Implements a Staged Logistic Regression (SLR) approach to predict test relevance based on custom feature extractio…

   Python

4. Information_retrieval_system Information_retrieval_system Public

   Automated biomedical information retrieval system for polyphenol literature. Benchmarks lexical methods (TF-IDF) against semantic models (BioBERT, Fine-tuned BERT) using data fetched via NCBI API.

   Python

5. Mammography_cancer_detection Mammography_cancer_detection Public

   Breast Cancer Detection utilizing Deep Learning (ResNet50V2) on the MIAS dataset. This project implements a Computer-Aided Diagnosis (CAD) system comparing Global vs. ROI-based classification, achi…

   Python 1

6. ECG_Signal_Analysis ECG_Signal_Analysis Public

   A MATLAB algorithm for detecting and analyzing Fetal Breathing Movements (FBM) using 2 MHz ultrasonic Doppler signals

   MATLAB 1