- Focuses on model development with alternative unstructured data (text/ speech/ image).
- Classical understanding of structured data is still needed.
- Range of work scope may involve that extends but not limited to: AI Stock Screener using Bayesian Modelling etc., AI Portfolio Optimization using Reinforcement Learning, AI Stock Trends Prediction using PyTorch Forecasting etc.
- Combine classical model evaluation with financial trading evaluation metrics such as Sharpe, Turnover, Fitness, Returns, Drawdown, Margin, Long Count, Short Count, Sector/Subindustry Allocations etc.
- Develop own proprietary packages that are not dependent on open-source frameworks in the long-run for both high throughput in training and inferencing.
- Part of a sub-team focusing on full autonomous AI Trading under a larger trading division.
- Minimum a Bachelor's degree in Mathematics and Quantitative Backgrounds or relevant qualifications.
- Possess PyTorch/Tensorflow, Python and SQL.
- Better understanding of the stack for Unstructured Data: NoSQL, Text Mining capabilities.
- Engineering skills are not critical but at least must understand the differences between OOP, Functional and Procedural Programming.
- Able to develop models from scratch without using packages will be value-added.
- Candidates may be considered for a more senior position based on their level of experience.
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Data Scientist - Singapore - TECHNOLOGY SERVICES GROUP PTE. LTD.
Description
Roles & ResponsibilitiesOur company is at the forefront of innovation in financial technology. Our mission is to develop an AI-driven platform that predicts market trends, empowering retail investors with the tools previously only accessible to professionals. We're looking for a talented Senior Machine Learning Developer with an interest in finance to join our growing team in our Singapore office.
Job Responsibilities:
Job Requirements:
Kindly inform that only shortlisted candidates will be notified.
Tell employers what skills you haveTensorFlow
Machine Learning
Scala
Mathematics
NoSQL
PyTorch
SQL
Python
OOP
Text Mining