Job Requirements Key Responsibilities Design and Development Design and implement AI ML-based applications tailored for embedded and edge hardware Develop end-to-end pipelines for model training conversion and deployment Customize neural network architectures for edge-specific applications such as object detection classification and segmentation Model Optimization and Deployment Port and optimize AI models to meet performance and memory constraints on edge platforms Apply quantization e g INT8 pruning and layer fusion techniques to improve model efficiency Convert models between various formats such as ONNX TensorRT TVM TFLite and DRP-AI Performance Tuning and Profiling Analyze model bottlenecks and tune for latency throughput and power efficiency Run inference performance profiling on hardware targets and iterate for improvements Testing and Debugging Validate model accuracy and performance post-optimization Debug and troubleshoot model behavior discrepancies across frameworks and devices Documentation and Research Maintain documentation for all model lifecycle stages and optimization steps Stay updated with latest AI compiler advancements and deployment trends in edge AI Work Experience Must Have Bachelor s Master s degree in Computer Science Electronics or AI-related field 6 years in AI ML model development with experience in real-world applications Proficient in Python C and deep learning libraries TensorFlow PyTorch Keras Solid understanding of CNNs FCNs and their applications in computer vision Practical knowledge of model optimization workflows quantization pruning etc Experience with ONNX TVM TensorRT DRP-AI TFLite OpenCV etc Experience with deployment on edge devices like Jetson RZ V2H or STM32 Strong understanding of constraints compute memory power in edge environments Positive to Have Exposure to embedded Linux or RTOS environments Familiarity with low-level model debugging calibration tools and inference engines Experience with Continuous Integration tools such as Git Jenkins or similar Understanding of hardware accelerators GPU NPU DRP-AI etc
📌 Senior Software Engineer – Edge Ai Development (Kerala)
🏢 Quest Global
📍 Kerala
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