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Working Student in NLP

Fraunhofer-Gesellschaft · Darmstadt

WerkstudentGerman needed: not said
Still open on 2 Nov

Key facts

Pay
€18.06 to €18.78 an hour
Where you work
At the company

What you'll do

  • Implement natural language processing approaches
  • Extract features using LLMs, embeddings and traditional feature engineering
  • Implement style change detection algorithms
  • Detect AI-generated text and identify which LLM generated it
  • Improve existing authorship analysis methods for attribution and verification
  • Implement and apply various machine learning methods and concepts
  • One-class and binary classification using LLMs, such as zero-shot and few-shot learning and foundation model fine-tuning; deep learning approaches, such as CNNs, Transformers and Siamese neural networks; and traditional approaches, such as SVM, Random Forest, Isolation Forest and kNN
  • Apply ensemble methods, including stacking, voting, weighting and calibration
  • Evaluate machine learning models using standard metrics, including ROC, AUC and confusion matrices
  • Develop user interfaces and web apps using fastHTML, Streamlit, Gradio, Angular and Svelte
  • Contribute to publicly funded projects and projects commissioned directly by industry partners

What you need

  • Very good academic results with an average German grade of 2.2 or better
  • Strong Python and frontend development skills are essential and will be tested in the interview.
  • Strong knowledge of machine learning and deep learning
  • Familiarity with different neural network architectures, including Transformers, MLPs and 1D CNNs
  • Familiarity with basic terms and concepts such as classification, hyperparameter optimization, fine-tuning and model evaluation
  • An advantage: ability to independently implement methods and procedures from scientific publications
  • An advantage: knowledge and experience in cybersecurity
  • Willingness to take on new challenges
  • Strong analytical thinking

What you get

  • The work takes place on site at Fraunhofer SIT in Darmstadt. Remote work is not possible.
  • Good pay: €18.06 per hour for bachelor's students and €18.78 per hour for master's students
  • Flexible working hours that fit well around your studies
  • An inspiring working environment with modern infrastructure
  • The chance to gain practical experience and make valuable contacts in research
  • Opportunity to complete a bachelor's or master's thesis later
  • Monthly working hours of 40 to 80 hours, as agreed

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