NATIONAL UNIVERSITY OF SINGAPORE

Research Associate, Department of Analytics and Operations

Location
Singapore
Posted
06 Jan 2022
End of advertisement period
05 Feb 2022
Ref
5725144
Contract Type
Permanent
Hours
Full Time

Job Description

We are looking for an experienced data scientist to join us at NUS Business Analytics Labs to develop data intensive high-performance applications. You should be comfortable with cloud services such as AWS, Google Cloud. Container orchestration will be plus.

  • Responsible for the research and development and iteration of scenario recommendation algorithm, including retrieval, coarse ranking, precise ranking, and re-ranking, etc., to improve user experience and revenue
  • Implement federated recommender systems to preserve privacy with differential privacy and other data privacy-preserving methods
  • Analyze business data and formulate corresponding recommendation strategies
  • Communicate with relevant business teams and participate in the assessment and implementation of business needs.
  • Create MLFlow pipelines to deploy, monitor and conduct user experiments using larger deep learning models

Job Requirements

  • A Master's degree in Computer Science, Information Systems, Data Science or Operations Research
  • Solid algorithmic skills and excellent coding ability in Python, PyTorch/tensorflow framework and SQL
  • Familiar with various retrieval algorithms, Click-through Rate/Conversion Rate estimation, re-ranking models, etc.
  • Able to understand the business in depth, grasps concepts easily and is sensitive to data.
  • At least 3 years of algorithm development experience in recommendation, search, and advertising, working experience in e-commerce is preferred
  • Strong organizational and management skills.
  • Goal-oriented, proactive, and able to execute projects effectively good communication skills and teamwork spirit
  • Familiarity with NLP is preferred. Should be comfortable using machine learning and deep learning approaches to recommender systems and NLP.

More Information

Location: Kent Ridge Campus
Organization: School of Business
Department : Analytics And Operations
Employee Referral Eligible: No
Job requisition ID : 8269

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