DSP/AI/ML Staff Engineer
TX - Richardson, US
Qorvo
Qorvo’s diverse and innovative team creates semiconductor solutions that help connect, protect and power the planet.Qorvo (Nasdaq: QRVO) supplies innovative semiconductor solutions that make a better world possible. We combine product and technology leadership, systems-level expertise and global manufacturing scale to quickly solve our customers' most complex technical challenges. Qorvo serves diverse high-growth segments of large global markets, including consumer electronics, smart home/IoT, automotive, EVs, battery-powered appliances, network infrastructure, healthcare and aerospace/defense. Visit www.qorvo.com to learn how our diverse and innovative team is helping connect, protect and power our planet.
The High Performance Analog Systems and Research Group is seeking a senior Signal Processing/AI/ML Engineer to develop innovative embedded machine learning applications for power management applications, including Qorvo’s intelligent battery management systems and intelligent motor control systems. The role requires working with business and engineering teams to identify key application areas, algorithm performance, software and hardware requirements, and ML development flows. This role also requires technical contributions through collection/acquisition of training/test data, ML model selection and training, and test and deployment of proof-of-concept solutions. The ideal candidate would have prior experience in signal processing, power management systems, ML algorithms, and embedded software. Strong communication and team building skills are necessary for this role.
Qorvo locations: Richardson, TX, San Jose, CA or Fort Lauderdale, FL
Primary Responsibilities:
- Leads the definition and development of embedded ML algorithms for power management applications
- Contributes to the technical development of embedded ML algorithms, including data collection, model training, model testing, and deployment
- Contributes to the development of custom software and hardware to support ML applications
- Aligns with business unit team on deployment and roadmaps in support of corporate strategies to enable ML applications
- Coordinates with research and engineering teams on ML tools and workflows
- Facilitates support and ML training for engineering and applications teams
- Ensures security and compliance with relevant corporate standards and regulations
Key Requirements:
- Master’s or Ph.D. degree in computer science, electrical or computer engineering or related field
- 10-15 years of experience in ML development role, preferably in battery management or motor control applications
- Knowledge of commercial and open-source ML packages and AutoML tools
- Experience with common embedded ML models SVN, CNN, DNN, kNN, K-means, decision trees, random forests, ensemble methods, and familiarity with the math behind ML
- Familiar with ML data flows, pipelines, and MLOps development cycles
- A keen interest in ML and the ability to lead efforts to quickly prototype and evaluate the performance of ML powered solutions
- Experience with signal processing algorithms and implementation
- Understanding of microprocessor and microcontroller systems
- Experience and understanding of battery management systems, fuel gauging techniques
- Experience and understanding of motor control systems, motor fault detection
- Software experience with C, python, and Matlab
- Ability to quickly master new technologies, languages, and development environments as needed
- Excellent communication and problem-solving skills with the ability to work with customers and across business and engineering teams
Preferred:
- Understanding of digital and analog signal processing techniques such as filtering, spectrum analysis, A/D and D/A conversion, and statistical signal analysis
- Understanding of fault and anomaly detection, predictive and prescriptive maintenance
- Experience developing commercial ML applications, particularly in battery-powered devices
- Experience in developing embedded software for ARM Cortex M class microprocessors
- Semiconductor or electronics industry experience, particularly in battery management or motor control
- Understanding of battery fuel gauging, state-of-charge, and state-of-health estimation
- Understanding of factors affecting battery performance including chemistry, temperature, aging, load rate
- Understanding of DC motors, including BLDC and PMSM, and FOC motor control
- Electrical engineering or hardware design experience
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MAKE A DIFFERENCE AT QORVO
We are Qorvo. We do more than create innovative RF and Power solutions for the mobile, defense and infrastructure markets – we are a place to innovate and shape the future of wireless communications. It starts with our employees. As a unified global team, we bring a commitment to excellence, growth and a passion for creating what's next. Explore the possibilities with us.
We are an Equal Employment Opportunity (EEO) / Affirmative Action employer and welcome all qualified applicants. Applicants will receive fair and impartial consideration without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, age, military or veteran status, physical or mental disability, genetic information, and/or any other status protected by law.
* Salary range is an estimate based on our AI, ML, Data Science Salary Index 💰
Tags: Chemistry Computer Science Engineering Machine Learning Mathematics Matlab ML models MLOps Model training Open Source Pipelines Python Research Security Statistics Testing
Perks/benefits: Career development
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