Machine Learning Engineer (Data Mining) - TikTok Shop
Core
Develop data mining pipelines and ML strategies to extract actionable insights and entity labels from massive e-commerce data to improve GMV and business decision-making.
Role type
Senior Machine Learning Engineer (Data Mining)
Builds
Data mining pipelines, tagging systems, and data-driven product features for the e-commerce platform.
Domain
E-commerce, Big Data, Machine Learning
Deliverable
production ML models
Required skills
Data mining, Machine learning, Natural language processing, Python/Java/Go/C++, Hadoop, Spark, Hive, Storm, Flink, GBDT, Xgboost, FM, DFM, TensorFlow, Pytorch
Preferred skills
User behavior analysis, User portrait construction, Vertical industry experience (e-commerce, finance, games), Advertising and recommendation algorithms
Responsibilities
Design and develop strategies and algorithms to improve accuracy and coverage of extracted data assets; Analyze e-commerce business problems and abstract them into data requirements; Build tagging systems based on massive data; Optimize data products based on data-driven insights.
Seniority
Senior, hands-on IC
