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ANAnalog Devices, Inc.

Staff AI Engineer(m/w/x)

München
Full-timeWith Home OfficeSenior
AI/ML
Data Science

Developing and optimizing transformer AI models for constrained edge hardware, with quantization and pruning, at a semiconductor firm. 5+ years industry experience with transformer models on constrained platforms required. Access to specialized edge hardware labs.

Requirements

  • Master's degree or equivalent experience in Computer Science, Electrical Engineering, or a related field
  • 5+ years of industry experience in AI/ML model development, optimization, and deployment
  • Strong expertise in AI model optimization techniques, including quantization, pruning, and benchmarking for edge hardware
  • Hands-on experience with transformer models and their deployment on embedded or constrained platforms
  • Proficiency in Python and C++ for AI model development and integration
  • Experience with AI frameworks such as TensorFlow, PyTorch, or ONNX, and their optimization for hardware targets
  • Familiarity with hardware platforms, including CPUs, NPUs, and accelerators
  • Experience in creating custom AI architectures for edge devices
  • Knowledge of Analog Devices hardware platforms or similar embedded systems
  • Strong problem-solving and debugging skills for AI applications on resource-constrained devices
  • Ability to work collaboratively in multidisciplinary teams

Tasks

  • Develop and optimize AI models for edge hardware
  • Focus on transformers for constrained devices
  • Implement quantization and pruning techniques
  • Utilize hardware-specific optimizations to enhance performance
  • Contribute to hardware benchmarking for model evaluation
  • Collaborate with hardware and software teams for integration
  • Participate in creating scalable AI building blocks for edge applications
  • Stay updated on AI optimization and edge computing advancements

Work Experience

  • 5 years

Education

  • Master's degree

Languages

  • EnglishBusiness Fluent

Tools & Technologies

  • Python
  • C++
  • TensorFlow
  • PyTorch
  • ONNX
Find the original job posting in its most current version here. Nejo automatically captured this job from the website of Analog Devices, Inc. and processed the information on Nejo with the help of AI for you. Despite careful analysis, some information may be incomplete or inaccurate. Please always verify all details in the original posting! Content and copyrights of the original posting belong to the advertising company.

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