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Karol Przystalski

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Explainable Machine Learning ExplainedBig Data Conference Europe 20222022-11-23
Claims: convolutional models reach ~90% on image tasks but learn spurious cues (husky/wolf uses snow), and FDA needs explainability for MedTech. Tools shown…
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Avoid mistakes building AI productsDSC Europe 20222022-11-14
Claims that 85% of AI projects fail and ten case studies show why: dataset bias makes a husky be identified by snow background, a Tesla crash traces to…
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JavaScript Beats CancerJSNation Conference 20222022-06-16
This talk discusses using JavaScript to combat skin cancer, with a focus on machine learning integration. The speaker has experience in medical imaging and has…
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JavaScript beats cancer4Developers 2022 Online2022-04-04
Claims that JavaScript can run a clinically useful melanoma detector using TensorFlow.js with Keras-trained models served via TensorFlow Serving/Kubeflow…
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ML: Explainable Artificial Intelligence explained4Developers 20202020-09-14
Practical walk-through of XAI with code: scikit‑learn decision trees and logistic regression for interpretable white‑box models, Keras/TensorFlow and PyTorch…
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