Principal Engineer, Machine Learning Engineering (Quantization SW)
Teknik, data och digitalt · Data, AI och analys · Maskininlärning · Mjukvaruutveckling · Datavetenskap
I korthet
Qualcomm is seeking a Principal Engineer, Machine Learning Engineering with expertise in quantization for AI on the edge. This role involves developing model optimization techniques within a research environment, contributing to the advancement of Gen AI technology for devices like smartphones and autonomous vehicles.
Ansvarsområden
- Architect, design, develop and test model optimization techniques including graph optimization, pruning and quantization.
- Work in a dynamic research environment.
- Be part of a multi-disciplinary team of researchers and software engineers using cutting-edge AI frameworks and tools.
Krav
- Bachelor's degree in Computer Science, Engineering, Information Systems, or related field and 8+ years of Hardware Engineering, Software Engineering, Systems Engineering, or related work experience.
- Master's degree in Computer Science, Engineering, Information Systems, or related field and 7+ years of Hardware Engineering, Software Engineering, Systems Engineering, or related work experience.
- PhD in Computer Science, Engineering, Information Systems, or related field and 6+ years of Hardware Engineering, Software Engineering, Systems Engineering, or related work experience.
- Strong Software Engineering/Development skills combined with a solid foundation in AI and general ML techniques.
- Proven hands-on experience evaluating and optimizing Generative AI workflows for accuracy, performance, and other key metrics.
- Prior experience with ML model optimization frameworks and a familiarity with applying techniques such as quantization, pruning etc.
- Knowledge of neural networks, with hands-on experience using ML frameworks such as PyTorch, ONNX etc.
- Strong Python design and implementation skills.
- Strong general analytical and debugging skills.
- Prior experience working in agile environments.
- Prior experience in collaborating with multi-disciplinary teams across time zones.
- Strong leadership skills as a mentor, team player, communicator and presenter.
- Experience deploying GenAI LLM/LVM models on edge devices.
- Prior experience with model quantization, profiling and running models on edge devices.
- Prior experience with frameworks like Huggingface Optimum, ONNX runtime and OpenVino.
Önskade kvalifikationer
- Proven hands-on experience establishing a high-quality software delivery process using industry best-practices (code review, CI/CD, automation, etc.) is a plus.
Förmåner
- Competitive annual discretionary bonus program.
- Opportunity for annual RSU grants.
- Highly competitive benefits package designed to support your success at work, at home, and at play.
- Qualcomm is committed to providing an accessible process for individuals with disabilities.
- Qualcomm is committed to making our workplace accessible for individuals with disabilities.
#AI#Machine Learning#Generative AI#Edge AI#Quantization#Software Engineering