Machine Learning Researcher
A research and engineering role in a newly formed CFM team building AI-based alpha models. It involves large-scale deep learning experiments and close work with data, ML platform and portfolio teams.
What you’d work on
Our reading of the posting: what a new hire in this role would most likely spend their first months on.
- Iterate on data pipelines, target definitions and model architectures
- Run and scale distributed multi-GPU training and evaluation
- Profile bottlenecks and debug failed training runs
- Review current deep learning research and apply useful ideas
- Present results to the wider firm
What they ask for
Required
- Python and a deep learning framework such as PyTorch
- PhD in CS, ML or a quantitative field, or 2-3 years in AI research
- End-to-end model development from data to monitoring
- Modern architectures such as transformers and mixture of experts
- Distributed training (FSDP, DeepSpeed, Megatron-LM)
- Strong engineering skills
Preferred
- LLM inference optimisation
- Ray or Kubernetes
- RLHF or DPO
- CUDA kernels
- Education
- PhD in computer science, ML or a quantitative field preferred; or 2-3 years in AI research
- Experience
- PhD or 2-3 years in an AI research role
- Languages and tools
How to prepare
- Train a small transformer on financial time series and study how it fails
- Learn distributed training in PyTorch (FSDP, DDP) on a multi-GPU setup or cloud
- Read recent papers on efficient attention and long-context models
- Practise profiling GPU training to find bottlenecks
- Study why predictive models in finance are hard: noise, non-stationarity, overfitting
What to study
- Financial Machine Learning
- Python for Quantitative Finance
- Quantitative Research, Data and Backtesting
- Text as Data and NLP for Finance
The NLP and ML Quant Researcher roadmap sets out the stages for this kind of role, with free resources for each.
Open the roadmapApply
Read the full posting on Capital Fund Management (CFM)’s site before applying: requirements, location and pay can change after we check them.
View the posting on Capital Fund Management (CFM)’s site ↗
SelfMadeQuant wrote this summary from the employer’s public posting, last checked 6 November 2026. SelfMadeQuant isn’t affiliated with Capital Fund Management (CFM) and doesn’t handle applications.