Machine Learning Researcher

6 hours ago


Singapore Kronos Research Full time $120,000 - $180,000 per year

We are seeking an experienced Machine Learning Researcher to join our research team. This role requires expertise in designing and deploying deep learning models within high-performance, low-latency trading systems. You will be working on developing robust, scalable models and integrating them into our trading infrastructure.

Responsibilities

  • Data Analysis & Preprocessing: Understand and preprocess orderbook data.
  • Deep Learning Model Design: Design models for time-series and orderbook data (Transformers, RNNs, CNNs, Attention).
  • Scalable Training Implementation: Implement parallelized data loading pipelines.
  • Feature Engineering: Develop and optimize orderbook features using C++.
  • Backtesting & Evaluation: Conduct rigorous backtesting across markets.
  • Production Integration: Deploy models into real-time, low-latency systems.

Requirements

  • Background in machine learning or quantitative research, preferably related to financial markets.
  • Experience deploying ML models in real-time, low latency environments is a plus.
  • Familiarity with optimizing model latency and inference speed(e.g., KV caching, quantization, pruning) is advantageous.
  • Open to both experience candidates and highly motivated fresh graduated.

Technical Skills

  • Deep Learning Architectures: Transformers, RNNs, CNNs, Attention mechanisms.
  • Programming Languages: Python, C++, Jax/PyTorch
  • Model Optimization: Optimizing models for high-performance trading systems.

Analytical & Communication Skills

  • Strong mathematical and statistical background (probability theory, linear algebra, calculus).
  • Ability to articulate complex technical concepts.

Motivation & Learning

  • Passion for applying machine learning to quantitative finance.
  • Drive to continuously improve models.


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