Sigma Connectivity MEA · 2 months ago
On Device ML Power and Performance Optimization Engineer
San Diego, CA
Full-time
Onsite
Entry, Mid Level
2+ years expSigma Connectivity is a design house specializing in connected products within consumer electronics and IoT devices. They are seeking a highly skilled software/ML engineer to join the Wearable System Architect team, focusing on power and performance optimization of on-device ML.
Information Technology & Services
Responsibilities
Provide ML workload partition definition based on PnP characterization of ML accelerators
Provide clear PnP guidelines for ML model architectural exploration
End-to-End power and performance optimization of AI driven use cases
Collect power and performance measurement results and traces of ML benchmarks (e.g., MLPerf-Tiny)
Execute ML benchmarks under different on-device configurations
Compile an existing ML model against different ML accelerators
Be familiar with RTOS and Android development and run-time environments
Analyze results to reveal PnP (Power and Performance) characterization of different ML accelerators
Modify an existing ML model by changing model parameters
Analyze results in order to reveal the relationship between key ML model parameters
Collect power and performance traces of AI driven use cases and identify areas of optimization
Qualification
Required
BS in Computer Science or Computer Engineering
2+ consumer product (e.g. Phone, Watch, Glass or other) experience
Familiar with RTOS, Android and embedded development environment
Familiar with ML development environment
Strong firmware skills and will implement tiny ML on hardware/MCUs
Training the ML models including model architectural exploration is outside the scope of this job. But the candidate will need to modify ML models for the purpose of revealing the relationship between PnP metrics and ML model parameters
Skills to port and compile ML models to run on device
Preferred
Team player
Proactiveness in collaborating and execution
Flexibility to switch technical context
Willingness to learn new methods / tools / processes
Ability to prioritize and multitask
Strong problem solving and critical thinking skills
Strong passion for creativity and solving cutting edge industry problems
Strong communication and interpersonal skills
Benefits
Paid Time off/Vacation and Paid Holidays
401(k) matching
Basic Life / AD&D insurance
Flexible Spending Account (FSA): Healthcare and Dependent Care
Health Savings Account (HSA)
Paid Parental Leave
Paid Bereavement Leave
Employee Assistance Program
Employee and Customer Referral Program
For position based in California and all other states (excluding Washington), we offer both short-term and long-term disability insurance. For positions based in Washington state, we offer long-term disability insurance only.
Company
Sigma Connectivity MEA
Sigma Connectivity is a tech house with the mission to innovate and create value and growth with connected solutions and devices, which makes them and their partners unique.
501-1000 employees
Funding
Current Stage
Late StageCompany data provided by crunchbase