
Posted 10 hours ago
Software Engineer
NXP SemiconductorsSoftware Engineer
Requirements
Proficiency in PyTorch and TensorFlow, Experience deploying models on GPUs or accelerators, Experience with model quantization, Strong C++ and Python skills, Familiarity with ML inference engines, Bachelor's or Master's in CS or EE
Skills
PyTorchTensorFlowC#PythonCUDA
About the role
Responsibilities
- Port and deploy deep learning models from frameworks like PyTorch and TensorFlow to proprietary or commercial ML accelerator hardware platforms.
- Analyze and improve the performance of ML models for target hardware, focusing on latency and throughput.
- Contribute to model quantization efforts (e.g., INT8) to reduce model size and accelerate inference while maintaining accuracy.
- Use profiling tools to identify and fix performance bottlenecks in the ML inference pipeline on the accelerator.
Requirements
- Bachelor's or Master's degree in Computer Science, Electrical Engineering, or a related field.
- Proficiency in deep learning frameworks such as PyTorch and TensorFlow.
- Hands-on experience deploying and optimizing models on GPUs or other specialized accelerators.
- Experience with model quantization (e.g., Post-Training Quantization).
- Strong proficiency in C++ and Python.
- Familiarity with ML inference engines and runtimes such as TensorRT, OpenVINO, or TensorFlow Lite.
- Foundational understanding of computer architecture principles and proficiency with Git.
Preferred Qualifications
- Experience with GPU programming models like CUDA/cuDNN.
- Knowledge of hardware-aware model design and compiler technologies for deep learning.
- Experience with real-time or embedded systems.
- Knowledge of cloud platforms (AWS, GCP, Azure) and CI/CD pipelines for ML models.
About the Company
NXP Semiconductors enables a smarter, safer, and more sustainable world through innovation. As a world leader in secure connectivity solutions for embedded applications, NXP pushes boundaries in the automotive, industrial & IoT, mobile, and communication infrastructure markets.
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NXP Semiconductors · Hyderabad
