Case study

Algorithmic Trading

Multi-account trading platform running 24/7; XGBoost and online logistic regression.

Industry
Finance
Solution
AI, Web, Backend
Status
Enterprise system

A trading platform that runs 24/7 and manages multiple accounts at the same time. Signal generation combines XGBoost with online logistic regression.

Scope

  • Multi-account trade execution
  • Model-based signal generation (XGBoost, online logistic regression)
  • Risk and position limits
  • Monitoring, daily logs and error alerts

Approach

Models are trained offline while the online layer updates its coefficients with new data. Orders are constrained by per-account limits, and the system is monitored for continuous operation with safeguards that trigger on failure.

My role

Architecture, model integration and development.

Services used in this project

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