Zhe Liu is a Machine Learning Engineer with 13 years of experience building production ML systems for e-commerce, ads, and healthcare imaging, currently working on Ads Ranking AI at Meta. He has led end-to-end solutions at Amazon spanning conversion and attribution modeling, marketing mix causal inference, and large-scale supply chain optimization that introduced stochastic solvers for non-convex constrained problems. Zhe’s PhD-trained background in biomedical engineering informs a rigorous numerical-optimization mindset—applied previously to MRI reconstruction and 3D segmentation—bridging deep learning with classical iterative algorithms for both research and production. Comfortable shipping at scale, he combines foundation-model and transformer techniques for shopper-journey analytics with practical expertise in measurement science and agentic business-analytics tooling. Colocated in Seattle, he brings a rare mix of domain breadth across ads, retail operations, and medical imaging, plus a track record of turning complex causal and optimization problems into deployable systems.
13 years of coding experience
11 years of employment as a software developer
Doctor of Philosophy (Ph.D.) Biomedical Engineering, Doctor of Philosophy (Ph.D.) Biomedical Engineering at Cornell University
Bachelor’s Degree Automation, Bachelor’s Degree Automation at Tsinghua University
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