Teaching
Methods and Issues in Explainable AI— Free Online Course featured image

Methods and Issues in Explainable AI— Free Online Course

This workshop surveys contemporary methods in explainable AI (XAI) with a focus on practical use: motivation and regulatory context, trade-offs between interpretability and …

Faried Abu Zaid
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Machine Learning Blog - appliedAI featured image

Machine Learning Blog - appliedAI

During my tenure at the appliedAI Initiative and subsequently at the appliedAI Institute for Europe (2020–2025), I, together with my colleagues at the TransferLab, regularly …

Faried Abu Zaid
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ICLR Blogpost 2024: Elaborating on the Value of Flow Matching for Density Estimation featured image

ICLR Blogpost 2024: Elaborating on the Value of Flow Matching for Density Estimation

The transfer of matching-based training from Diffusion Models to Normalizing Flows allows to fit expressive continuous normalizing flows efficiently and therefore enables their …

Faried Abu Zaid
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Practical Anomaly Detection — Free Online Course featured image

Practical Anomaly Detection — Free Online Course

Anomaly detection is crucial for identifying risks, ensuring quality, and discovering opportunities across industries. This workshop covers the main challenges—such as the rarity …

Faried Abu Zaid
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