Advanced Articles
In-depth guides on Bayesian optimization, walk-forward analysis, Monte Carlo simulation, and robust strategy validation.
Futures Backtesting: Contracts, Rolls, and Margin
Backtest futures strategies with proper contract rolling, margin rules, and tick-size adjustments to avoid common data pitfalls.
Machine Learning in Trading: A Practical Guide
Discover how to apply machine learning to trading strategies while avoiding overfitting and data leakage.
Market Microstructure: Spreads, Depth, and Execution Quality
Understand how market microstructure affects backtests and live performance through spreads, depth, latency, and adverse selection.
Machine Learning Overfitting in Trading: How to Avoid It
Learn how to build robust machine learning trading models with proper features, cross-validation, and regularization.
International Markets Backtesting: Currency, Calendars, and Liquidity
Learn how to backtest strategies across global markets while handling currency, trading calendars, and liquidity differences.
Understanding Market Regimes for Better Backtests
Learn how bull, bear, and sideways markets affect strategy performance and how to test across regimes.
Backtesting Options Strategies
Test covered calls, spreads, and volatility strategies with realistic assumptions for options data.
How to Avoid Overfitting in Trading Strategies
Stop curve-fitting your backtests with these practical techniques for robust strategy development.
Crypto Backtesting: Challenges and Best Practices
Backtest Bitcoin, Ethereum, and altcoin strategies with realistic assumptions for volatility, liquidity, and exchange data.
Walk-Forward Analysis: Validate Strategies on Unseen Data
Why walk-forward analysis is the gold standard for proving your trading strategy is robust, not curve-fitted.
Monte Carlo Simulation for Trading Strategy Validation
Use Monte Carlo simulation to estimate the probability of drawdowns, ruin, and profitable outcomes from your backtest.
Bayesian Optimization for Trading Parameters
How to use Bayesian optimization to find the best parameters for your trading strategies efficiently.