
AI Model Optimization Engineer
2 days ago
Join us in a cutting-edge role that combines AI model development and optimization for edge hardware. We're seeking a skilled Staff AI Engineer to contribute to the creation of next-generation AI models and building blocks for deployment on constrained devices.
This exciting opportunity focuses on optimizing AI models, including transformers, for efficient and effective performance. You will employ techniques such as quantization, pruning, and benchmarking to improve model efficiency and collaboration with cross-functional teams is key to bringing advanced AI technologies to market.
Key Responsibilities- Develop and optimize AI models for deployment on edge hardware using transformative techniques.
- Implement and utilize methods like quantization, pruning, and hardware-specific optimizations to enhance 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 our platforms.
- Participate in the development of scalable, reusable AI building blocks for edge applications.
- Stay up-to-date with advancements in AI optimization techniques, edge computing, and hardware-specific AI tools.
- 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 semiconductor manufacturing or similar industries.
- Strong problem-solving and debugging skills for AI applications on resource-constrained devices.
- Ability to work collaboratively in multidisciplinary teams.
For this position, Analog Devices may require export licensing approval from relevant authorities. Applicants may need to go through an export licensing review process. This company is an equal opportunity employer and fosters a culture where everyone has opportunities to succeed regardless of factors like race, color, religion, age, ancestry, national origin, sex, sexual orientation, gender identity, gender expression, marital status, pregnancy, parental status, disability, medical condition, genetic information, military or veteran status, union membership, or other protected characteristics.
Job type: Experienced
Travel: Yes, up to 10% of the time
Shift: 1st Shift/Days
Seniority level- Mid-Senior level
- Full-time
- Engineering and Information Technology
- Industries
- Electronics Manufacturing
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