Quant jobs / Akuna Capital
Junior Quantitative Researcher – Deep Learning (Time Series)
An entry-level deep learning research role on large-scale time series at an options market maker's Shanghai office. The work supports trading strategies and portfolio construction.
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.
- Train deep learning models on large time-series data
- Build trading strategies from statistical and DL methods
- Design optimisation methods for portfolio construction
- Build data pipelines and scale training
What they ask for
Required
- Hands-on deep learning with sequence or time-series data
- Strong Python
- PyTorch or TensorFlow
- Handling large datasets and batching
- Solid maths and statistics
- Technical interviews in English
Preferred
- C++
- GPU experience
- Time-series issues such as non-stationarity and autocorrelation
- Education
- Bachelor's, master's or PhD in a technical field; graduated between July 2023 and July 2027
- Experience
- Recent graduates with hands-on deep learning projects; finance experience not required
- Languages and tools
- Markets
- options, multi-asset
How to prepare
- Train an LSTM or Transformer on a financial time series and compare it to simple baselines
- Study non-stationarity and leakage in time-series validation
- Practise PyTorch data pipelines for large datasets
- Revise optimisation and regularisation theory
What to study
- Financial Machine Learning
- Probability, Statistics and Financial Data
- Econometrics and Financial Time Series
- Python for Quantitative Finance
The NLP and ML Quant Researcher roadmap sets out the stages for this kind of role, with free resources for each.
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Read the full posting on Akuna Capital’s site before applying: requirements, location and pay can change after we check them.
View the posting on Akuna Capital’s site ↗
SelfMadeQuant wrote this summary from the employer’s public posting, last checked 6 November 2026. SelfMadeQuant isn’t affiliated with Akuna Capital and doesn’t handle applications.
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