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Senior AI Model Optimization Specialist
2 weeks ago
The Edge AI team is seeking an experienced AI Staff 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 to create efficient and effective AI solutions.
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.
- A master's degree or equivalent experience in Computer Science, Electrical Engineering, or a related field.
- Five 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.
As a global semiconductor leader, we bridge the physical and digital worlds to enable breakthroughs at the Intelligent Edge.
