AI Researcher: Developing Customizable Vision Models

vor 3 Wochen

Warstein, Nordrhein-Westfalen, Deutschland Infineon Technologies Vollzeit
Job Description

As a global leader in power systems and IoT, Infineon Technologies is seeking a highly skilled Data Scientist to join our team. In this role, you will have the opportunity to develop a foundation model that can be easily customized and fine-tuned for various vision tasks using Infineon's dataset.

Key Responsibilities:
  • Develop a Foundation Model: Create a model that can be easily customized and fine-tuned for various vision tasks using Infineon's dataset.
  • Work with Unique Dataset: Deal with Infineon's unique dataset, which differs significantly from standard image datasets.
  • Optimize Model Performance: Optimize the model to effectively utilize spectral information, potentially drawing inspiration from models like DINOv2, Mask Auto Encoder (MAE), IJEPA.
  • Investigate Multi-Stage Pretraining Techniques: Investigate multi-stage pretraining techniques to improve model performance.
  • Validate Model Performance: Validate the model's performance through ablation studies and comparison with existing foundation models.
Requirements:
  • Education: Currently studying Data Science, Electrical Engineering, Informatics or a related subject.
  • Experience: Familiar with foundation models, such as Segment Anything and Masked Auto Encoder (MAE). IJEPA, DIN.
  • Skills: Proficient in programming languages, such as Python, deep learning frameworks, such as TensorFlow or PyTorch and in Bash scripting, Linux terminal knowledge to streamline data processing; model training would be advantageous.
  • Language Skills: Good English skills, both written and spoken.
What We Offer:
  • Coaching, Mentoring, and Networking Opportunities: We provide a supportive environment for your professional growth and development.
  • Wide Range of Training Offers: We offer various training programs to help you develop your skills and advance your career.
  • International Assignments: We offer opportunities for international assignments and collaborations.
  • Diverse Career Paths: We offer a range of career paths, including Project Management, Technical Ladder, Management & Individual Contributor.
  • Flexible Working Conditions: We offer flexible working conditions, including home office options and part-time work.
  • Benefits: We offer a range of benefits, including coaching, mentoring, networking opportunities, wide range of training offers, international assignments, diverse career paths, flexible working conditions, and more.

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