Senior Machine Learning Engineer, E-Commerce
TikTok USDS
- ๐บ๐ธ United States
- On-site
- Senior
- 1 month ago
- RLHF
- vLLM
- AI
- Machine Learning
- Natural Language Processing
- Computer Vision
- C++
- Python
- Java
- Large Language Models
1 month ago
About the Team
Global E-commerce is a content-driven business powered by short-form video and live-streaming, dedicated to becoming the premier destination for users to discover affordable, high-quality products. Our team strives to deliver a tailored and efficient shopping experience while upholding a robust governance and risk control framework to ensure platform integrity, merchant compliance, and a secure ecosystem.
Responsibilities
- Architect and develop sophisticated LLM-based systems to process high-dimensional unstructured data (e.g., text, logs, conversations) from diverse sources.
- Define and implement complex semantic understanding frameworks, including fine-grained intent classification and entity extraction, to achieve deep contextual awareness.
- Apply state-of-the-art techniques to enhance model performance, including Instruction Tuning, RLHF/DPO, and Contextual Prompt Engineering.
- Optimize model serving for production environments using quantization, distillation, and efficient attention mechanisms (e.g., FlashAttention, vLLM).
Minimum Qualifications
- MS or PhD in Computer Science, AI, Mathematics, or a related field.
- 5+ years of professional experience in one or more of the following fields: Machine Learning, Natural Language Processing (NLP), or Computer Vision.
- Proficiency in software development with at least one of the following programming languages: C++, Python, Go, or Java.
Preferred Qualifications
- Experience in fine-tuning, distillation, or reinforcement learning for large language models in conversational AI applications.
- Proficiency in multilingual NLP, machine translation, and cross-lingual dialogue modeling.
- Experience in developing and optimizing e-commerce video and product multimodal large models, combining LLMs with video/product representations to support tasks like multimodal classification, video QA, and cross-modal retrieval.
- A strong understanding of e-commerce policies, dispute resolution workflows, and merchant-buyer interactions to inform AI service design.
Senior Machine Learning Engineer, E-Commerce ยท TikTok USDS