AI模型运营 - TikTok
Core
Design, optimize, and manage the end-to-end process of model training and evaluation for TikTok's AI systems, focusing on data production and model performance improvement.
Role type
AI Model Operations Engineer (LLM & Data Systems)
Builds
Data production pipelines, model training workflows, and evaluation frameworks for TikTok's global AI initiatives
Domain
Social Media / Large Language Models (LLM) / MLOps
Deliverable
production ML models
Required skills
Machine Learning, Large Language Models (LLM), Transformer architecture, Data production, MLOps tools, Big Data technologies (Spark, Hadoop), Python, TensorFlow, PyTorch, Cloud platforms (AWS, GCP, Azure), Containerization (Docker, Kubernetes), CI/CD
Preferred skills
Trust & Safety experience, Content moderation compliance, Project management, Cross-functional collaboration
Responsibilities
Design and optimize model training and evaluation workflows; Manage data production lifecycle including dataset standards and quality delivery; Explore and integrate new LLM tools to enhance data efficiency; Research novel training methods to improve data generalization and coverage.