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ztsv-av/README.md

Hey, I’m Anton 👋

Data Science MSc graduate with a background in software development (backend), AI, deep learning, machine learning, statistics, and data handling. Experienced in building backends with Python, SQL, and .NET, designing end-to-end scalable data and model pipelines, working with cloud services (AWS, Azure), and Docker for both research and real-world applications, and developing dashboards for data analysis and business decision support.

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  1. vision_models_visualized vision_models_visualized Public

    Project on exploring how different vision models “see” and analyze the images. We compare ConvNeXt, DeiT, and MLP-Mixer using Grad-CAM, attention maps, and saliency, with tools to run inference, an…

    Python 4 2

  2. conv-vs-attention conv-vs-attention Public

    Benchmarking CNNs vs Transformers on a simple position-dependent vision task to highlight how architectural biases affect spatial reasoning and performance.

    Python 5

  3. glioma_segmentation_unet glioma_segmentation_unet Public

    Automatic glioma segmentation pipeline using a U-Net model trained on the BraTS 2021 dataset, developed as the final project for the Imaging AI course in the Master of Science in Data Science progr…

    Python 4

  4. lidar-tree-detection lidar-tree-detection Public

    Tree detection from UAV LiDAR point clouds using Local Maxima Filter and RandLA-Net, developed for an Environmental Data Analytics master’s course.

    Jupyter Notebook 4

  5. exoplanets_analysis exoplanets_analysis Public

    Data analysis and visualization project exploring exoplanet and solar system datasets through static and animated visualizations, developed for the Data Visualization course in the Master of Scienc…

    HTML 5

  6. patchtst-financial-forecasting patchtst-financial-forecasting Public

    Financial time series forecasting using a PatchTST Transformer backbone with a custom prediction head, evaluating the impact of additional features and time-series–aware cross-validation strategies…

    Jupyter Notebook 4