模型运营(音乐) - TikTok
Core
Define training objectives, design full-link model training strategies, and analyze model performance to drive optimization for TikTok's music-related AI models.
Role type
Senior Machine Learning Operations Engineer (Music)
Builds
Production ML models for music content discovery and recommendation
Domain
Social Media / Music Technology / Large Language Models
Deliverable
production ML models
Required skills
Model training strategy design, Data quality management, Experimentation design, Performance analysis, Large model alignment, Industry trend research
Preferred skills
Experience with large model training and evaluation systems, Data operation mechanisms
Technologies
Large Language Models (LLMs), Model Training Frameworks, Evaluation Metrics
Responsibilities
Design full-link model training strategies from data to evaluation metrics, Analyze online user feedback and offline metrics to identify optimization directions, Formulate training data strategies and build data sample systems, Execute and review training experiments, Research and implement latest large model training methods and structures