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Agata Chudzińska

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Building AI That Learns and Adapts: A Case Study in MRI DiagnosticsNDC Toronto 20262026-05-05
Project starts with 201 FCD MRIs plus ~100 normal and varied-pathology scans, preprocesses with brain tissue segmentation and two expert-inspired filters…
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Building AI That Learns and Adapts: A Case Study in MRI DiagnosticsNDC London 20262026-01-26
201 MRI MRI series (plus 100 normals and 50 other pathologies) train a U-Net style segmentation pipeline; initial model detects about 70% of FCDs but produces…
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Large Multimodal Models: Understanding the State of the Art in ComputeBuild Stuff 20252025-12-03
Tracks the concrete shifts from CNNs to transformers and large multimodal stacks: ViT 16×16 patches replaces local convolutions, CLIP (400M image–text pairs)…
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Building AI That Learns and Adapts: A Case Study in MRI DiagnosticsNDC AI 20252025-11-11
Case study builds an MRI pipeline to detect focal cortical dysplasias using a 201 MRI series dataset (192 slices per series) with T1 and FLAIR inputs, brain…
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Building AI That Learns and Adapts: A Case Study in MRI DiagnosticsNDC Oslo 20252025-05-19
Project builds a U‑Net variant fed with T1 and FLAIR plus morphometric filters (junction, extension) and trains on an initial 201 MRI series (≈200 slices each)…
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Building Adaptive AI for MRI Diagnostics: A Continual Learning Case StudyNDC Melbourne 20252025-04-29
A UNet encoder–decoder with a variational decoder and T1 and FLAIR plus junction/extension morphometrics processes MRIs to localize Focal Cortical Dysplasias…
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Lessons Learned From Implementing Generative AI SolutionsDevConf 20232023-11-08
Practical checklist of what actually breaks when shipping LLM features: language ambiguity causes silent errors and nondeterministic grades; hallucinations…
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