Machine Learning Engineer, Platform Architecture - Full-time
Apple
About the role
About
At Apple, our Platform Architecture group is responsible for connecting our hardware and software into one unified system! You’ll collaborate with engineers across Apple to design how our technologies work in unison, drive development of our renowned system-on-a-chip architecture and develop forward-looking prototype systems. Our team works at the intersection of ML applications and Apple silicon architecture. We collaborate with SoC/IP architecture, system, software, and algorithm teams to develop integrated, highly optimized solutions for machine learning applications!
Description
In this role, you will explore different ways of mapping ML workloads to Apple silicon and develop performance models/simulations. Your work will inform and validate architecture decisions. You will gain insights on how to make workloads run efficiently on our SoCs and communicate what we learn to software and algorithm teams.
Minimum Qualifications
- Bachelor’s degree
- Ability to program in C/C++ and/or Python
- Knowledge of computer architecture fundamentals
- Domain knowledge in at least one hardware IP: ML HW accelerators or processing units such as GPU, image/video, CPUs, or similar
Preferred Qualifications
- MS or PhD in EE/CE/CS or related field, or 3+ years of relevant experience
- Experience with ML frameworks (e.g. PyTorch) and efficient implementations of machine learning algorithms
- Experience in optimizing and deploying ML models and/or runtime frameworks in production inference/training environments
- Experience in creating SoC or IP performance models/simulations
- Verbal and written communication skills for collaborating with partner teams
- Ability to prototype algorithms on CPU/GPU/Neural Engine, analyze performance metrics, and create high-level complexity models
- Understanding of compiler frameworks/technologies
Skills
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