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bogomil-iliev/README.md

Hi, I'm Bogomil 👋

Graduate AI/ML Engineer focused on computer vision and reliable evaluation.
MSc Artificial Intelligence (Distinction) · First-Class BSc Computing.

  • I build lightweight, deployable models and keep experiments leakage-safe (patient-level CV).
  • I care about explainability (Grad-CAM++), tidy repos, and reproducible configs.

Core tools: Python · PyTorch · scikit-learn · OpenCV · pandas/NumPy · Jupyter · Google Colab · Git/GitHub · Java · MySQL

Selected projects

Contact: · https://linkedin.com/in/bogomil-iliev

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  1. gb-ultrasound-multiclass-cv gb-ultrasound-multiclass-cv Public

    Lightweight deep-learning pipeline for 9-class gallbladder ultrasound (patient-level 5-fold CV, blur-QC, class imbalance handling, Grad-CAM++).

    Jupyter Notebook

  2. ultrasound-qc-classifier ultrasound-qc-classifier Public

    Data-centric ultrasound classifier with blur/noise/contrast QC, selective CLAHE/NL-means, and EfficientNet baselines (PyTorch).

    Jupyter Notebook

  3. brain-mri-unet-segmentation brain-mri-unet-segmentation Public

    2D U-Net brain MRI segmentation (BraTS2020, FLAIR+T1ce). Dice/IoU. TensorFlow/Keras.

    Jupyter Notebook

  4. vehicle-rental-system-java vehicle-rental-system-java Public

    CLI Vehicle Rental System in Java (Maven) with MySQL + JDBC, layered architecture (DAO/Service/CLI), RBAC, conflict-free booking, notifications, unit & Testcontainers integration tests.

    Java

  5. mura-hand-densenet-study mura-hand-densenet-study Public

    DenseNet-169 for MURA Hand — study-level pipeline with per-study aggregation, weighted BCE, Adam, and simple augmentations (PyTorch).

    Jupyter Notebook

  6. bolton-house-prices-crispdm-r bolton-house-prices-crispdm-r Public

    CRISP-DM house price prediction for Bolton residential area (R programming language): data prep, model comparison(MLR/SVR/Tree/RF), and Random Forest deployment.

    R