NXP

Senior Software Engineer Modelzoo

India · Work style not stated · Full time

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About the role

Description from the employer’s posting. Check the employer’s page for the current version.

  • EmployerNXP
  • LocationIndia
  • Work styleWork style not stated
  • Employment typeFull time
  • Employer posted

Job Title: Software Engineer (2-3 years experience)

Job Summary

We're looking for a skilled and motivated Machine Learning Software to join our team. The ideal candidate will have a solid foundation in deep learning and a strong interest in optimizing and deploying ML models on specialized hardware. This role involves implementing model optimizations, with a particular focus on quantization, to improve the performance of machine learning inference on target platforms.

Key Responsibilities

  • Model Porting & Deployment: Port and deploy deep learning models from frameworks like PyTorch and TensorFlow to proprietary or commercial ML accelerator hardware platforms.
  • Performance Optimization: Analyze and improve the performance of ML models for target hardware, focusing on latency and throughput.
  • Quantization: Contribute to model quantization efforts (e.g., INT8) to reduce model size and accelerate inference while maintaining model accuracy.
  • Profiling & Debugging: Use profiling tools to identify and fix performance bottlenecks in the ML inference pipeline on the accelerator.
Show full description

Required Qualifications

Technical Skills:

  • Proficiency in deep learning frameworks such as PyTorch and TensorFlow.
  • Hands-on experience with deploying and optimizing models on GPUs or other specialized accelerators.
  • Some experience with model quantization (Post-Training Quantization).
  • Strong proficiency in C++ and Python.
  • Experience with GPU programming models like CUDA/cuDNN is a plus.
  • Familiarity with ML inference engines and runtimes (e.g., TensorRT, OpenVINO, TensorFlow Lite).
  • Foundational understanding of computer architecture principles.
  • Version Control: Proficient with Git and collaborative development workflows.
  • Education: Bachelor's or Master's degree in Computer Science, Electrical Engineering, or a related field.

Preferred Qualifications

  • Knowledge of hardware-aware model design.
  • Familiarity with compiler technologies for deep learning.
  • Experience with real-time or embedded systems.
  • Knowledge of cloud platforms (AWS, GCP, Azure).
  • Experience with CI/CD pipelines for ML models.

More information about NXP in India...

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At a glance

  • Employment typeFull time
  • SenioritySenior
  • Employer posted
  • Added to ROLIVA
  • Last checked

Skills in this posting

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Python AWS GCP Azure Machine learning PyTorch TensorFlow

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