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• Repositories 107
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• Stars 758
• Sponsoring 1
• Overview
• Repositories 107
• Projects 0
• Packages 0
• Stars 758
• Sponsoring 1

Borda (Jirka Borovec) · GitHub

I’m Jirka Borovec (Borda), a Machine Learning and Data Science researcher with a Ph.D. in Medical Imaging and several years of consulting and R&D experience. I solve real-world problems by crafting state-of-the-art algorithms and turning them into robust, community-driven Python libraries.

• Ph.D. in Medical Imaging, Czech Technical University in Prague
• Published 15+ journal articles and 20+ conference papers (ISBI, ICIP, ACCV, MICCAI workshops)
• Reviewer for IEEE TMI, TCIA and major international conferences
• Co-organized the ANHIR challenge on histological image registration

• Created & maintain several open-source Python packages
• Contributed code, CI/CD pipelines, issue reports and reviews to projects like auto-sklearn, YOLOv5, DIPY and more
• Core maintainer of PyTorch Lightning: pretrain, fine-tune ANY AI model of ANY size on multiple GPUs with zero code changes

• Built and led a team to deliver a scalable video-analysis platform from prototype to production
• Head of the Lightning open-source team: coordinating feature roadmaps, release cycles and mentoring contributors across Lightning ecosystem

1. Image segmentation - general superpixel segmentation & center detection & region growing

   Python 381 74

2. BIRL: Benchmark on Image Registration methods with Landmark validations

   Python 93 26

3. Pretrain, finetune ANY AI model of ANY size on multiple GPUs, TPUs with zero code changes.

   Python 30k 3.6k

4. starting point for Kaggle attempt :]

   Python 17 4

5. Simple tooling for marking deprecated functions or classes and re-routing to the new successors' instance.

   Python 50 4

6. Lightweight GitHub App powered by the Lightning platform, designed to run automated pull request checks based on repository-specific rules and webhook events.

   Python 3 1

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