Algorithm Engineer Intern
2 months ago
TikTok's global e-commerce scene relies on our team to optimize logistics fulfillment services using technologies like machine learning, deep learning, and operational research optimization.
We provide cheap, fast, and high-quality logistics services that meet different needs for global consumers and merchants, while building an intelligent logistics system to save costs, time, and improve efficiency and stability for order fulfillment.
Responsibilities- Develop deep learning and operations research models and related intelligent systems for the supply chain and logistics of the global E-Commerce business.
- Predict end-to-end estimated time of arrival (ETA) and logistics events like failed delivery and delivered but not received using e-commerce big data and deep learning models.
- Build logistics network knowledge graphs and predict the spatio-temporal trajectory sequence of express packages using deep learning, statistical inference, and algorithmic methods.
- Use NLP and LLM algorithms to handle address problems like address verification and suggestion.
- Predict sales at different granularities and horizons using time series forecasting techniques, such as warehouse-level manpower forecasting and inventory-level demand forecasting.
- Participate in the growth of e-commerce merchants/creators, responsible for the growth algorithm of e-commerce merchants/creators, including potential merchants/creators mining algorithm, tiering algorithm, out-reach algorithm, growth algorithm, etc.
- Work closely with e-commerce merchants/creators related operations and product teams to achieve the high-quality growth goal of e-commerce merchants/creators.
- Undergraduate or Postgraduate degree in Software Development, Computer Science, Computer Engineering, or a related technical discipline.
- Proficient in machine learning and statistics, familiar with common machine learning and deep learning algorithms for classification, regression, and clustering, with practical application experience.
- Proficient in programming languages like Python/Java, with excellent coding abilities and familiarity with at least one common machine learning/deep learning framework (TensorFlow/PyTorch).
- Demonstrates a spirit of exploration, outstanding data analysis capabilities, strong initiative, and excellent teamwork and communication skills.
- Bonus points for having published papers at conferences like KDD, NeurIPS, WWW, SIGIR, WSDM, ICML, IJCAI, AAAI, RecSys, or having participated in data mining/machine learning competitions.
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Algorithm Software Engineer Intern
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Algorithm Software Engineer Intern
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