Yuxin Li

ML Engineer

https://talent.gravityer.com/yuxin-li

Algorithm Researcher

Key Strengths

Extensive experience in AI/ML, particularly in computer vision, generative AI, and large language models for autonomous driving.
Proven leadership in managing teams and spearheading R&D initiatives with measurable business impact.
Strong academic background with a PhD in Artificial Intelligence and an MSc in Signal Processing.
Demonstrated ability to optimize complex models for edge devices and improve performance metrics (e.g., PSNR, inference time).
Experience in developing innovative systems like code generation from design documents and RAG-based document generators.

Cultural & Operational Fit

Cultural Fit Analysis

The candidate's experience spans various domains including autonomous driving (Desay SV), e-commerce (Shopee), and machine translation/chatbots (YITUTech), indicating adaptability and a broad interest in applying ML across different industries. This diversity, coupled with a strong academic background, suggests a good cultural fit for an innovative and research-driven environment. The target role of ML Engineer aligns well with their deep technical expertise and leadership experience in AI/ML.

Soft Skills & Operational Fit

The candidate's resume highlights leadership in managing teams and spearheading R&D, suggesting strong operational fit for roles requiring initiative and project ownership. The detailed descriptions of achievements imply good problem-solving and strategic thinking. However, without specific psychometric test results or interview data, a comprehensive assessment of soft skills like stress handling or team collaboration is not possible.

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About

Experienced Machine Learning Engineer with a proven track record in developing and deploying cutting-edge AI solutions. Well-versed in computer vision, NLP, autonomous driving, video analytics, and recommendation systems. Expertise in generative AI, BEV perception, large-scale model training, multi-modal LLM-driven systems, and data-driven decision-making. Passionate about leveraging AI and data science to solve real-world problems.

Top Skills

Data VisualizationData AnalysisPyTorchArtificial Intelligence (AI)Data AnalyticsNatural Language Processing (NLP)machine translationChatbot Developmentrecommender systemsComputer VisionTensorFlowMatlabC/C++PythonSQLLinuxAlgorithm DesignlatexJavaC++CudaKerascaffe

Education

Nanyang Technological University Singapore

Doctor of Philosophy - PhD, Artificial Intelligence

August 1, 2021 – March 1, 2025

Nanyang Technological University Singapore

Master of Science (M.Sc.), Signal Processing

January 1, 2015 – January 1, 2016

Xidian University

Bachelor of Engineering (BEng), Electronic Information Engineering

January 1, 2011 – January 1, 2015

Experience

Desay SV

Principal Engineer

January 1, 2022 – June 1, 2025

Singapore · Hybrid

Shopee

Senior Data Scientist

September 1, 2021 – January 1, 2022

Singapore · Hybrid

YITUTech

Machine Learning Researcher

April 1, 2019 – April 1, 2021

Singapore · Hybrid

Organizational Strategies

Analytics Engineer

August 1, 2016 – April 1, 2019

Singapore · On-site

Key Strengths

Extensive experience in AI/ML, particularly in computer vision, generative AI, and large language models for autonomous driving.
Proven leadership in managing teams and spearheading R&D initiatives with measurable business impact.
Strong academic background with a PhD in Artificial Intelligence and an MSc in Signal Processing.
Demonstrated ability to optimize complex models for edge devices and improve performance metrics (e.g., PSNR, inference time).
Experience in developing innovative systems like code generation from design documents and RAG-based document generators.

Cultural & Operational Fit

Cultural Fit Analysis

Soft Skills & Operational Fit