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JL
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Jiayong Lin

@jiayonglin

Machine Learning engineer delivering scalable AI, NLP, and recommendation systems.

United States
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What I'm looking for

I seek roles building production-scale ML and MLOps systems with collaborative teams, technical leadership, and opportunities to improve model efficiency and deployment practices.

I am a machine learning engineer with 7+ years building and deploying scalable AI solutions across production environments, specializing in deep learning, NLP, recommendation systems, and multimodal models. I design end-to-end ML pipelines, implement MLOps best practices, and collaborate with cross-functional teams to translate complex data into reliable, production-ready systems.

At Meta and prior employers I led technical initiatives, mentored junior engineers, and contributed to research and tooling that improved transformer efficiency and large-scale training and deployment. I bring hands-on experience with cloud platforms, distributed training, observability, and responsible AI to deliver high-impact, measurable results.

Experience

Work history, roles, and key accomplishments

TI

Machine Learning Engineer

The Michaels Companies, Inc

Aug 2020 - Jul 2022 (1 year 11 months)

Built recommendation and personalization systems for e-commerce and marketing, engineered customer segmentation pipelines for 1,200+ stores, and migrated legacy ML workflows to scalable GCP architectures improving deployment time and operational overhead.

UC

Research Assistant

University of Maryland, Baltimore County

Sep 2016 - Feb 2018 (1 year 5 months)

Supported ML model development for cybersecurity analytics and NLP/knowledge-graph research, built preprocessing pipelines for large datasets, and contributed to prototype scalable ML solutions and technical presentations.

Education

Degrees, certifications, and relevant coursework

University of Maryland, College Park logoUP

University of Maryland, College Park

Master of Science, Computer Science

2018 - 2020

Master's degree in Computer Science with coursework and research in machine learning and related areas from 2018 to 2020.

University of Maryland, Baltimore County logoUC

University of Maryland, Baltimore County

Bachelor of Science, Computer Science

2013 - 2017

Bachelor's degree in Computer Science with emphasis on programming, data analysis, and applied machine learning from 2013 to 2017.

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Jiayong Lin - Machine Learning Engineer - Meta | Himalayas