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@xingtaili1
Senior Machine Learning Engineer specializing in GenAI, LLMs, and production MLOps.
I am a Senior Machine Learning Engineer with 8+ years building and deploying large-scale AI systems across generative, predictive, and real-time domains, combining research innovation with production-grade engineering to deliver measurable impact.
I have led development of generative models, LLM orchestration, and cloud-native MLOps—optimizing diffusion training, implementing RAG and multi-agent systems, and building end-to-end ML platforms that power millions of users while improving deployment speed, reliability, and personalization.
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Work history, roles, and key accomplishments
Built generative AI models (Firefly) and LLM-based assistants, optimizing diffusion training/inference to scale to 7B+ creations and delivering secure, production-ready generative workflows used by millions.
Built Nordstrom's core ML platform to automate training, deployment, and monitoring, reduced deployment time from weeks to minutes, and delivered real-time pipelines powering recommendations and fraud detection for millions of users.
Confidential
Jul 2017 - Sep 2019 (2 years 2 months)
Built large-scale Spark/Kafka ML pipelines for insurance pricing, fraud, and claims prediction, implemented real-time risk scoring and CV models that reduced claim cycle time by 40% and automated inspections.
Degrees, certifications, and relevant coursework
Master of Science, Computer Science and Statistics
2015 - 2017
Completed a master's program combining computer science and statistics with coursework and projects focused on machine learning and data analysis.
Bachelor of Science, Biological System Engineering
2011 - 2015
Earned a bachelor's degree in Biological System Engineering with coursework in engineering principles and quantitative analysis applied to biological systems.
Software and tools used professionally
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