Skill: Quant Ml Trading | Domain: trading | Category: quantitative | Level: expert Tags: trading, quant, machine-learning, genetic, reinforcement-learning, signals

Quant & ML Trading — Complete Toolkit

Overview

Five powerful tools for quantitative strategy work:

1. Strategy Validation — backtest tearsheets, walk-forward OOS, Monte Carlo, sensitivity, A/B testing
2. Genetic Optimizer — evolve strategy parameters using evolutionary algorithms
3. Decay Monitor — detect when a live strategy is losing its edge
4. RL Trade Agent — reinforcement learning agent (DQN) that learns to trade from market replay
5. AI Signal Aggregator — combine signals from all strategies using weighted voting + ML meta-model

Reference Files