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Wintermute

Machine Learning Researcher

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Description

Develop machine-learning alpha-generation models using high-frequency order-book and market-microstructure data, build data pipelines and feature-extraction workflows, research deep-learning architectures for short-horizon forecasting, deploy models into live trading environments, optimise inference latency, and improve model quality through backtesting and monitoring.

Responsibilities

  • Develop ML-based alpha-generation models using high-frequency order-book and market-microstructure data
  • Design and maintain data pipelines, preprocessing, and feature-extraction workflows for streaming tick data
  • Research and implement deep-learning architectures for short-horizon forecasting and signal extraction
  • Collaborate with quant researchers and developers to integrate models into live trading environments
  • Optimise inference latency and model robustness
  • Ensure models behave safely under live market conditions
  • Refine model quality through backtesting, live evaluation, and monitoring

Requirements

  • Degree in Computer Science, Machine Learning, Applied Mathematics, or a similar quantitative discipline
  • Strong programming skills in Python and familiarity with machine-learning libraries
  • Proven track record applying machine learning and deep learning to real-world problems
  • Familiarity with time-series modelling, signal extraction, or high-frequency data
  • Experience developing machine-learning infrastructure, including data pipelines, experiment tracking, and versioning
  • Experience in finance, trading, or quantitative research is not required
  • Publications, competition results, or open-source contributions are beneficial
  • Familiarity with C++, CUDA, or low-latency systems is beneficial

Benefits

  • Team meals
  • Festive celebrations
  • Gaming events
  • Company-wide team-building events
  • Office amenities including table tennis and foosball
  • Flexible working from home
  • Flexible working hours
  • Pension
  • Private health insurance
  • UK work permits
  • Relocation assistance
  • Performance-based compensation

Skills

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See also

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