Machine Learning Engineer (Data Mining) - TikTok Shop
Core
Develop data-empowered capabilities and data mining pipelines for TikTok's e-commerce platform to extract insights and actionable data assets from massive datasets.
Role type
Senior Machine Learning Engineer (Data Mining)
Builds
Data mining pipelines, tagging systems, and data products for e-commerce verticals
Domain
E-commerce, Big Data, Machine Learning
Deliverable
production ML models | data assets
Required skills
Machine learning, Natural language processing, Data mining, 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 data mining (e-commerce, finance, games), Advertising and recommendation algorithms
Responsibilities
Develop data mining pipelines to extract data assets and enable actionable insights; Design and develop strategies and algorithms to improve accuracy and coverage of extracted data; Analyze e-commerce business problems and abstract them into data requirements; Build tagging systems based on massive data; Collaborate with product managers to optimize data products based on data-driven insights.
Seniority
Senior, hands-on IC
