Who are we looking for

• We are looking for a Research Postdoc Fellow (PhD Graduate) where you will be working on research and development of cutting edge synthetic data generation techniques in our corporate lab with a university.
• Work closely with a world-class engineering team alongside software and AI/ML engineers to develop and incorporate algorithms into our AI synthetic data generation platform.
• This position is non-remote in Singapore.

What you will be doing

Responsibilities

• Conduct research and development of state-of-the-art generative models for tabular synthetic data including using cutting edge technologies such as Generative Adversarial Networks (GANs), language models (transformers, LLMs), diffusion models, etc.
• Come up with new ideas or improve upon existing ideas in synthetic data generation including using generative models, language models, privacy preserving technologies or ethical/fair AI.
• Develop and improve metrics to measure the quality of synthetic data including its utility and privacy.
• Work closely with engineers in the end-to-end development of incorporating the algorithms into our synthetic data platform.
• Do code reviews of team members and share feedback.
• Publish high quality research papers and publications in top conferences and journals.
• Present, disseminate and explain our work at internal and external events.

Qualifications

Requirements

• PhD in Computer Science, Machine Learning, Statistics, Mathematics or a related field (e.g. Electrical Engineering).
• Strong background (2+ years of experience) in one or more of the following areas:
  • Generative models (e.g. GANs, transformers, language models) - Strong plus
  • Deep learning / Neural networks
  • Privacy preserving technologies (differential privacy, trusted execution environments, blockchain)
  • Fair / Ethical AI
  • Data Science
• Fluency in Python which we predominately work with.
• Demonstrated ability to come up with new ideas or improve existing ideas in machine learning, demonstrated by accomplishments such as first author publications, contributions to relevant open source projects, or leading research projects.
• Strong communication skills - you are able to clearly express ideas both verbally and in written form in English.