Berkant Turan

Machine Learning And Optimization Researcher

Berlin, Germany
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Summary

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Rockstar
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Top School
Berkant Turan is a PhD candidate and research associate at TU Berlin and the Zuse Institute Berlin, specializing in machine learning, optimization, and robustness with seven years of hands-on experience. His work spans interpretability of deep networks, generative modeling for vision and NLP, adversarial robustness, watermarking, and joint discriminative–generative optimization—bridging theoretical optimization with applied ML. He has contributed industry-focused research during a Robust AI internship at Fraunhofer HHI, tackling anomaly detection, calibration, and hybrid ResNet–VAE/GAN systems. A former long-term teaching assistant in mechanics, he combines strong mathematical foundations from TU Berlin and IIT Madras with practical research engineering. Notably, his profile reflects a consistent thread of bringing optimization perspectives into deep learning problems, making models both more interpretable and more robust.
code7 years of coding experience
bookIndian Institute of Technology Madras
bookMaster of Science - MS, Scientific Computing, Master of Science - MS, Scientific Computing at Technische Universität Berlin
languagesGerman, English, Turkish
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Github Skills (36)

speech-to-text10
pytorch10
python10
speech-synthesis10
voice10
deep-learning10
speech10
tensorflow9
speech-recognition9
medical-image-analysis7
machine-learning7
medical-application7
medicine7
keras7
medical7

Programming languages (3)

HTMLJupyter NotebookPython

Github contributions (5)

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b-turan/hello-world

Nov 2018 - Feb 2022

"hello world!"
Contributions:2 PRs, 4 pushes, 2 branches in 3 years 2 months
game
b-turan/b-turan

Jun 2022 - Sep 2024

Contributions:18 pushes, 1 branch in 2 years 3 months
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