AI researcher | Machine Learning


Shanghai
Permanent
Negotiable
Investment Management
PR/606744_1787293645
AI researcher | Machine Learning

About the Firm

Our client is a leading global quantitative hedge fund that applies advanced research, technology, and data-driven methods to investment problems across international financial markets. The firm is expanding its AI research business and is looking for an exceptional AI Researcher to develop novel machine-learning approaches for quantitative investment research. This is an opportunity to work with large-scale datasets, advanced computing resources, and experienced researchers and engineers in a highly collaborative environment.

Key Responsibilities

  • Research and develop advanced machine-learning and deep-learning methods for quantitative investment applications.
  • Design predictive models using large-scale financial, market, and alternative datasets.
  • Explore areas including time-series modelling, representation learning, transformers, large language models, reinforcement learning, generative AI, and foundation models.
  • Develop robust approaches to feature learning, signal discovery, forecasting, and model combination.
  • Design experiments and evaluate models with a strong focus on robustness, generalisation, interpretability, and computational efficiency.
  • Adapt and implement ideas from leading academic research, identifying techniques with potential applications in financial markets.
  • Work closely with quantitative researchers, portfolio managers, data scientists, and engineers to bring research ideas into production.
  • Improve research tools, machine-learning pipelines, and large-scale model-training frameworks.
  • Present research findings clearly and contribute to the team's broader AI research direction.

Qualifications

  • Master's degree or PhD in Computer Science, Artificial Intelligence, Machine Learning, Mathematics, Statistics, Physics, Engineering, or another highly quantitative discipline.
  • Strong theoretical and practical understanding of machine learning, deep learning, statistics, and optimisation.
  • Demonstrated expertise in at least one relevant area, such as:
    • Time-series modelling
    • Representation learning
    • Natural language processing or large language models
    • Transformers and foundation models
    • Reinforcement learning
    • Generative modelling
    • Probabilistic modelling
    • Computer vision or multimodal learning
  • Excellent programming skills in Python and hands-on experience with frameworks such as PyTorch, JAX, or TensorFlow.
  • Ability to independently formulate research questions, design experiments, and evaluate results rigorously.
  • Experience working with large datasets and GPU-based or distributed model-training environments.
  • Strong communication skills and the ability to collaborate across research and engineering teams.
  • Intellectual curiosity, creativity, and a genuine interest in applying AI to challenging real-world problems.

FAQs

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