jobs in Ocean Network Express

全职 Senior Executive, Digital Solution Unit (Data Science) (Global HQ) 工作, 薪水, Ocean Network Express 公司招聘中 - Ricebowl

Senior Executive, Digital Solution Unit (Data Science) (Global HQ)

Ocean Network Express

Singapore

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工作地点

  • Singapore

职位描述

岗位职责

Roles and Responsibilities

  • Lead the full data science lifecycle by building reproducible, automated pipelines from raw data extraction and preprocessing to model training, evaluation, and deployment.
  • Partner closely with business and operations teams to translate real-world operational challenges into effective feature engineering, custom model designs, and aligned evaluation metrics.
  • Apply deep theoretical and practical understanding across the algorithm spectrum, ranging from foundational statistical models (e.g., linear/logistic regression) to complex Deep Neural Networks and Transformers.
  • Specialize in structured/tabular data to build high-precision predictive solutions (e.g., sales forecasting, schedule/resource planning), experience with Computer Vision and multi-modal techniques is an advantage
  • Leverage cloud-native AutoML frameworks (e.g., Vertex AI AutoML) to automate hyperparameter tuning, establish fast baseline benchmarks, and accelerate time-to-market for production models
  • Support in any ad hoc tasks as assigned


Requirements

  • Bachelor's degree in Computer Science, Software Engineering, Data Science, Math/Statistics or other relevant field
  • Minimum 3 years experience in Data Science at the production level.
  • Advanced proficiency in Python (PyTorch), SQL, and Docker.
  • Deep knowledge ranging from basic regression/tree models (XGBoost) to Deep Learning & Transformers.
  • Strong expertise in tabular data modeling and time-series forecasting (sales, schedule, demand) and experience with Computer Vision is an advantage
  • Hands-on experience with cloud ML platforms (GCP preferred specifically Vertex AI and BigQuery), including practical use of AutoML frameworks for rapid prototyping and baseline building
  • Ability to translate complex operational challenges into engineered features and model architectures, explaining technical ML concepts and business-impact metrics to non-technical stakeholders
  • Strong problem-solving capability with Agile/Scrum experience (GitHub, Jira)
  • Excellent communication skills with the ability to work in a multicultural organisation
  • Logistics/Supply Chain Management knowledge will be an advantage


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