AI Optimization Specialist

2 weeks ago

Limerick, Limerick, Ireland beBeeEngineer Full time €100,000 - €150,000
Job Description

The Edge AI team seeks a Staff AI Engineer to contribute to the development of next-generation AI models and building blocks for deployment on constrained hardware devices.

This role focuses on optimizing AI models, including transformers, for edge hardware by employing techniques such as quantization, pruning, and benchmarking.

You will collaborate with cross-functional teams to bring advanced AI technologies to Analog Devices' hardware platforms.

Key Responsibilities
  • Develop and optimize AI models, focusing on transformers, for deployment on constrained edge hardware.
  • Implement and utilize techniques such as quantization, pruning, and hardware-specific optimizations to improve performance.
  • Contribute to hardware benchmarking efforts to evaluate model performance and resource usage.
  • Collaborate with hardware and software teams to ensure seamless integration of AI solutions into Analog Devices' platforms.
  • Participate in the development and implementation of scalable, reusable AI building blocks for edge applications.
Qualifications
  • 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.
Benefits

Analog Devices fosters a culture where everyone has an opportunity to succeed regardless of their race, color, religion, age, ancestry, national origin, social or ethnic origin, sex, sexual orientation, gender, gender identity, gender expression, marital status, pregnancy, parental status, disability, medical condition, genetic information, military or veteran status, union membership, and political affiliation.

About Us

ADI combines analog, digital, and software technologies into solutions that help drive advancements in digitized factories, mobility, and digital healthcare, combat climate change, and reliably connect humans and the world.

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