机器学习工程师(策略算法方向)-TikTok Shop
Core
Build automated, scalable, and real-time algorithmic decision systems to drive GMV uplift and subsidy efficiency (mROAS) for Southeast Asian e-commerce merchants and the platform.
Role type
Senior Machine Learning Engineer (Strategy & Growth)
Builds
Intelligent merchant operations tools, dynamic commission mechanisms, personalized subsidy allocation, and automated game mechanics.
Domain
E-commerce, Southeast Asia, Growth Strategy
Deliverable
production ML models
Required skills
Causal inference, Uplift modeling, Price elasticity modeling, Constraint optimization, Time series forecasting, Representation learning, Feature engineering, GBDT, Logic regression, Clustering, Python, Spark, TensorFlow, Pytorch
Preferred skills
LLMs and Agent applications, Reinforcement learning, Search/Ad/Recommendation systems, Supply growth
Responsibilities
Design dynamic commission mechanisms and personalized subsidy allocation under ROI constraints; Optimize numerical strategies for game mechanics like price slashing and group buying; Develop merchant operation diagnosis and action suggestion systems using LLMs; Collaborate with product and operations teams to deploy and scale solutions across multiple countries.
