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DSP/AI/ML Staff Engineer - Embedded Power Management

Qorvo
Richardson, TX, US
Full-time

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

LI-KA1

30+ days ago
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