Berken Utku Demirel
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The robustness in deep learning

Fragility of learning models to simple changes

6 min read   ·   2025

Learning without supervision

Unsupervised periodic source extraction

4 min read   ·   2024

Temporal data and waves

Temporal data augmentation for contrastive learning

7 min read   ·   2023


  • The robustness in deep learning

    Fragility of learning models to simple changes

    6 min read   ·   February 05, 2025

    2025   ·   supervised   learning,   group   theory,   harmonic   analysis   ·   learning

  • Learning without supervision

    Unsupervised periodic source extraction

    4 min read   ·   May 01, 2024

    2024   ·   unsupervised   learning,   periodicity   ·   learning

  • Temporal data and waves

    Temporal data augmentation for contrastive learning

    7 min read   ·   October 20, 2023

    2023   ·   self-supervised,   unsupervised   learning   ·   learning

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