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TikTok USDS logo

Senior Machine Learning Engineer, E-Commerce

TikTok USDS
  • ๐Ÿ‡บ๐Ÿ‡ธ United States
  • On-site
  • Senior
  • 1 month ago
  • RLHF
  • vLLM
  • AI
  • Machine Learning
  • Natural Language Processing
  • Computer Vision
  • C++
  • Python
  • Java
  • Large Language Models
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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

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