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    5 days ago
    Institut für Bildung in der Informationsgesellschaft header
    Institut für Bildung in der Informationsgesellschaft logo
    Full-time
    Part-time
    Junior
    Mid Level
    08.11.24
    #bildung#institut#interdisziplinär

    Research Assistant (E13 TV-L)baito Pro Job

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    Intro

    The position involves researching methods for testing and validating deep neural networks in the context of autonomous driving, with a focus on safety and monitoring.

    Tasks

    • Independently researches methods for testing and validating deep neural networks in the context of autonomous driving.
    • Develops methods for online monitoring and retrieval of corner cases in road scenes that could potentially pose a danger to an autonomously driven vehicle.
    • Conducts numerical experiments with deep learning frameworks such as PyTorch or TensorFlow for online monitoring of perception networks and evaluates the results statistically.
    • Investigates experimental designs for ensuring the safety of neural networks under variable lighting conditions and in teacher-student configurations and implements these findings in numerical experiments.
    • Writes scientific papers on the topic of the 'SafeAIEngineering' project.
    • Participates in the activities of the SafeAIEngineering consortium as part of the project.
    • Maintains the exchange with the industrial partners and other participants in the consortium and takes on project management tasks.

    Requirements

    • Successfully completed academic university degree (Master, Diploma or equivalent) in Mathematics.
    • Programming experience, preferably in Python.
    • Programming experience with deep learning frameworks such as PyTorch or TensorFlow and cluster computing.
    • Knowledge of statistical learning theory.
    • Good knowledge of German and/or English required; willingness to acquire the respective missing language skills.

    Benefits

    • Part-time employment may be possible; subject to funding approval being granted.

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