Machine Learning Platform Product Manager - Ego Team
Posted on Nov. 4, 2025 by Shopee
- Singapore, Singapore
- N/A
- nan
Department Engineering and Technology
LevelEntry Level
LocationSingapore
The Engineering and Technology team is at the core of the Shopee platform development. The team is made up of a group of passionate engineers from all over the world, striving to build the best systems with the most suitable technologies. Our engineers do not merely solve problems at hand; We build foundations for a long-lasting future. We don't limit ourselves on what we can or can't do; we take matters into our own hands even if it means drilling down to the bottom layer of the computing platform. Shopee's hyper-growing business scale has transformed most "innocent" problems into huge technical challenges, and there is no better place to experience it first-hand if you love technologies as much as we do.
About the Team:
The EGO team is dedicated to building a leading machine learning platform that fully supports the efficient deployment of algorithms across multiple business areas, including recommendations, search, and advertising. The platform focuses on CTR/CVR prediction in large-scale sparse feature scenarios and generative recommendation combined with LLMs. It deeply optimizes the entire model training and online inference process, providing low-latency, high-throughput, and high-accuracy inference services in e-commerce, content, and social scenarios, serving as a core algorithm support and growth engine for the business.
The platform covers the full lifecycle of deep learning, including data/sample generation, feature engineering, model training, model deployment, online inference, and monitoring. We have built a complete training/inference acceleration framework with a supporting Web UI and RESTful API, aiming to achieve a truly end-to-end automated and intelligent machine learning platform.
Job Description:
- Plan, design, and iterate the machine learning platform product, covering the full process from model training, evaluation, deployment, to inference.
- Design and optimize the platform’s visual UI Portal to continuously improve efficiency and experience for algorithm and business users.
- Fully understand the needs of algorithm, R&D, and other teams to form clear product plans and priority roadmaps.
- Track the internal development team’s progress and launches, drive cross-department collaboration, and ensure timely version delivery.
- Collect and analyze feedback from external users (business teams) on platform usage and establish a closed-loop mechanism for issues and requirements.
- Continuously monitor trends in machine learning platforms, AI infrastructure, and generative AI, and drive platform capability upgrades.
Requirements:
- Bachelor’s degree or above, preferably in Computer Science, Software Engineering, Artificial Intelligence, or related fields.
- At least 1 year of product management experience, familiar with basic processes of Internet products or AI/technical platform products.
- Basic understanding of the lifecycle of machine learning models from training, evaluation, deployment to inference.
- Strong communication and cross-team collaboration skills, able to coordinate algorithm, engineering, and business resources efficiently.
- Strong logical analysis and problem-solving abilities, capable of driving complex system productization.
- Experience with algorithm platforms, model management platforms, or online inference platforms is a plus; experience with AI-related products is preferred.
Advertised until:
Dec. 4, 2025
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