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Machine Learning Researcher

Kronos Research · Singapore

Quick applyFull-time3 months ago

About The Role

Role Overview

We are seeking highly motivated and curious individuals to join our Machine Learning team at Kronos Research. In this role, you will bridge the gap between advanced deep learning and financial markets, designing robust models for medium and high-frequency systematic trading strategies. You will manage the full ML lifecycle, from researching novel architectures to deploying scalable, low-latency models that directly drive trading revenue.

Key Responsibilities

Feature Engineering: Analyze complex time-series data, orderbook dynamics and trade data to engineer high-signal features

Deep Learning Architecture: Design and train deep-learning based models (MLP, LSTM, RNN, Transformers, RL agents, etc) tailored for financial trading environments

Backtesting & Evaluation: Conduct comprehensive backtesting and simulation across various asset classes and exchanges; analyze trade execution and PnL attribution

Model Deployment: Collaborate with engineering teams to optimize and deploy models into production

MLOps & Automation: Build and maintain automated pipelines for data ingestion, model retraining, and continuous performance monitoring to streamline the research-to-production workflow

Qualifications

Strong academic or professional foundation in machine learning, quantitative research, and/or other related STEM fields; open to both experienced candidates and highly-motivated fresh graduates

Deep understanding of neural network architectures and their application to time-series forecasting

Proficiency in Python and modern ML frameworks (PyTorch/TensorFlow/Jax); C++ preferred

Solid command of probability theory, linear algebra and applied statistics

Strong communication skills and able to articulate technical concepts with clarity

High level of drive, curiosity and a passion for continuously learning in a fast-paced environment

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