Responsibilities
- Build and optimize end-to-end ETA prediction systems using the proprietary OneTrans Model and deep learning over spatio-temporal sequences.
- Design shipping-fee pricing, free-shipping, and subsidy-pricing strategies using causal inference and multi-objective optimization.
- Integrate fulfillment factors such as delivery speed and shipping cost into search and recommendation ranking algorithms.
- Develop impression allocation and dynamic consumer-presentation strategies to improve conversion, retention, and repeat purchases.
- Train domain-specific LLMs using continual pre-training, supervised fine-tuning, and reinforcement learning.
- Design and deploy AI agents using an Agent + Skill framework to diagnose and resolve user-facing and operational issues.
Requirements
- Master's or PhD degree in Computer Science, Statistics, Mathematics, Operations Research, or a related highly quantitative field.
- Proficiency in Python, C++, or Java and a solid foundation in data structures and algorithms.
- Strong applied machine learning fundamentals and hands-on experience with large-scale data and deep learning frameworks.
- Experience with Spark or Hive SQL, TensorFlow or PyTorch, A/B testing, experimentation design, and data-driven decision-making.
- Ability to translate complex, open-ended business problems into highly scalable algorithmic solutions.
- Deep expertise and industry experience in at least one area including spatio-temporal modeling, causal inference, search and recommendation, or LLM/generative AI.
- A strong track record of algorithmic innovation, such as publications at top-tier conferences including KDD, NeurIPS, WWW, SIGIR, WSDM, ICLR, or ICML.
Tech Stack
Categories
About ByteDance
ByteDance is a global incubator of platforms at the cutting edge of commerce, content, entertainment and enterprise services - over 2.5bn people interact with ByteDance products including TikTok. Creation is the core of ByteDance's purpose. Our products are built to help imaginations thrive. This is doubly true of the teams that make our innovations possible. Together, we inspire creativity and enrich life - a mission we aim towards achieving every day. At ByteDance, we create together and grow together. That's how we drive impact - for ourselves, our company, and the users we serve. We are committed to building a safe, healthy and positive online environment for all our users. We have over 110,000 employees based in more than 30 countries globally. Join us.
