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Xiaorui Liu

Embedded Machine Learning C++ Developer | Montreal, Quebec, Canada
Email: liuxiaorui2009@gmail.com | Phone: +14388665223 | LinkedIn: www.linkedin.com/in/liu-xiaorui

Summary

Highly skilled software engineer with over a decade of experience in C++ development on Linux systems. Specialized in embedding machine learning models into small-scale DSP/MCU platforms, large-scale data processing, and designing robust system architectures. Demonstrated capability in leading the development and optimization of software solutions for enhanced performance and efficiency.

Technical Skills

  • Languages: C++, Java, Python, Perl, Bash
  • Technologies: Machine Learning, Computer Vision, Distributed Systems, Large-scale Data Processing
  • Tools & Frameworks: Hadoop, Nvidia DeepStream, Apache, TensorFlow
  • Systems: Linux, SSL VPN

Professional Experience

Fluent.ai, Montreal, Quebec, Canada
Embedded Machine Learning C++ Developer | November 2022 - Present

  • Optimized deep neural network models for efficiency and performance on DSP/MCU platforms, achieving significant improvements in speed and memory usage.

BusPas Inc., Montreal, Quebec, Canada
Software Developer | June 2022 - November 2022

  • Led a team to develop computer vision tracking and smart power-saving features for IoT devices, successfully integrating Nvidia DeepStream on embedded Linux platforms.

Alibaba Group, Beijing, China
Software Architect | August 2013 - June 2018

  • Constructed a configurable, highly multiplexed data and model management system, reducing model training and delivery lifecycle from over 20 hours to under 10.

Beijing Topsec Network Security Technology, Beijing, China
Software Architect | September 2008 - July 2011

  • Redesigned and stabilized the SSL VPN product, significantly contributing to its success as one of the company’s strategic products.

Projects

Optimization for DSP/MCU Platforms

  • Led the optimization for Fluent.ai's speech recognition models, tailoring them for small-scale platforms without sacrificing accuracy or performance.

Smart Power-Saving for IoT Devices

  • Innovated in the development of power-saving features for IoT devices, utilizing computer vision and deep learning technologies for efficiency.

Education

Bachelor's Degree in Applied Mathematics, Beijing Institute of Technology | 1997 - 2001

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