Years of experience: 7

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Edward's Career Path
Lead Machine Learning EngineerDec. 2024 -
Present
SEPHORALead Machine Learning Engineer
Senior Machine Learning Engineer IIJan. 2022 -
Nov. 2024
ShiptSenior Machine Learning Engineer II
• Led the deployment of a Dockerized Customer Segmentation Model within a managed Kubernetes cluster, orchestrated through Apache Airflow. Implemented MLOps best practices by establishing comprehensive monitoring, alerting, and logging systems, ensuring efficient debugging and operational excellence throughout the model lifecycle. • Led developing and deploying a Dockerized Out of Stock predi...
Machine Learning EngineerAug. 2020 -
Dec. 2021
Levi Strauss & Co.Machine Learning Engineer
Remote• Implemented Dockerized LSTM Deep Learning Classification Models as REST APIs within a Google Kubernetes Engine Cluster. • Revamped initial model iterations, resolving inconsistencies and low-quality product recommendations (complementary, similar, personalized). Architected LSTM model, integrated Keras-Tuning, Tensorboard, and MLOps principles, resulting in a 2x improvement in metrics. • Im...

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