AI应用平台研发工程师-TikTok Shop
Core
Develop and maintain AI application platforms and infrastructure for TikTok Shop's e-commerce business, supporting large model (LLM/VLM) services, AIGC workflows, and GPU resource management.
Role type
Senior IC Machine Learning Infrastructure Engineer (E-commerce)
Builds
AI application workflow orchestration frameworks, model deployment pipelines, and GPU resource management tools for e-commerce scenarios.
Domain
E-commerce, Large Language Models (LLM), Generative AI (AIGC)
Deliverable
production ML models
Required skills
Python, Go, Ray, PyTorch, vLLM, LLM/VLM/AIGC models, RAG, AutoPrompt, Agent technology, GPU resource management, distributed systems (message queues, ES)
Preferred skills
Experience with automatic model evaluation techniques, deep learning framework optimization
Responsibilities
Design and implement ML infrastructure and toolchains; manage large-scale sample data (labeling, preprocessing, storage); build AI application workflow frameworks; optimize GPU resource scheduling and utilization; explore frontier deep learning technologies to reduce costs.
