Embedded CV/ML Engineer
SGS Consulting
Job Responsibilities:
- Design and deploy high-performance computer vision and machine learning pipelines directly onto resource-constrained edge hardware.
- Optimize concurrent ML workloads to maximize throughput and minimize latency when running multiple edge-AI features simultaneously.
- Integrate edge-AI algorithms seamlessly within the Android camera framework and multimedia subsystems.
- Collaborate across software and hardware teams to bridge low-level camera sensor subsystems with on-device neural processing units (NPUs).
- Profile and optimize memory footprint, power consumption, and execution timing to meet strict on-device performance constraints.
Skills:
- Proficiency in Python, and C and C++ for low-level software development and optimization.
- Experience with machine learning frameworks optimized for edge deployment, such as TensorFlow Lite, ONNX Runtime, or PyTorch Edge.
- Familiarity with the Android platform stack, specifically regarding multimedia or camera subsystem integration.
- Solid understanding of computer vision fundamentals, digital signal processing (DSP), or basic camera architectures.
- Previous AI experience.
- Hands-on experience developing within the Android camera framework to control, process, route, and transform real-time image streams.
- Experience with model optimization techniques such as quantization, pruning, and hardware-specific compilation for NPUs, GPUs, or DSPs.
- Background in developing low-latency algorithms for real-time edge applications (e.g., biometric verification, image restoration, or on-device language processing).
- Familiarity with hardware-constrained vision pipelines, including specialized sensor integration and multi-threaded concurrency models.
- Hands-on experience debugging low-level software utilizing hardware profiling tools to isolate memory bottlenecks and scheduling conflicts.
- Former MAANG experience.
Education/Experience:
- Bachelor’s degree in Computer Science, Electrical Engineering, Computer Engineering, or a related technical field, or equivalent practical experience.
Vacancy posted 13 days ago
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