Research Scientist in Federated Learning
il y a 3 semaines
About INRIA
INRIA is a leading French research institute dedicated to advancing computer science and digital technologies. We foster innovation through fundamental research, collaborative projects, and the training of talented researchers.
Job Description
We are seeking a highly motivated Research Scientist to join our team specializing in Federated Learning. You will contribute to cutting-edge research in this rapidly evolving field, pushing the boundaries of privacy-preserving machine learning.
Responsibilities
- Conduct theoretical and empirical research on Federated Learning algorithms and techniques.
- Develop novel solutions for challenges related to data heterogeneity, communication efficiency, and model robustness in decentralized settings.
- Collaborate with researchers and engineers to implement and evaluate proposed methods.
- Disseminate research findings through publications in top-tier conferences and journals.
Qualifications
The ideal candidate possesses a strong mathematical foundation, particularly in optimization theory. You are passionate about applying mathematical models to real-world problems and extracting valuable insights. A solid understanding of machine learning principles and experience with deep learning frameworks such as PyTorch or TensorFlow is highly desirable.
Benefits
- Competitive salary and benefits package.
- Opportunity to work on impactful research at the forefront of AI.
- Collaborative and intellectually stimulating environment.
- Access to state-of-the-art resources and facilities.
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