Astemo Americas, Inc. is hiring a Senior Engineer for their Advanced Development Division to focus on deploying and optimizing AI/ML workloads, including ADAS perception models, on embedded automotive SoCs. The role involves working across multiple areas to contribute to both current development needs and emerging software initiatives.
Responsibilities:
- Deploy and optimize AI/ML models on embedded automotive SoCs to meet performance, memory, and efficiency targets
- Apply advanced model optimization techniques while preserving accuracy and intended behavior
- Profile inference pipelines and tune workloads (kernels and model graphs) across heterogeneous compute resources for real-time use
- Develop orchestration and scheduling approaches for AI workloads across heterogeneous compute resources under real-time and power/thermal constraints
- Diagnose deployment-related issues and define validation approaches to evaluate new techniques
- Manage and evaluate trade-offs across accuracy, latency, throughput, memory footprint, and energy consumption; produce data-driven recommendations
- Collaborate with cross-functional teams to transition advanced work into the production stack