EA Optimization vs Overfitting: Safe Settings – My Trading – 12 August 2025

EA Optimization vs Overfitting: Safe Settings - My Trading - 12 August 2025

A Optimization vs Overfitting: Safe Settings Because perfect backtests don’t pay bills — robust EAs do. The Seduction of the Perfect Curve You run an optimization, tweak parameters, and watch your backtest equity curve become a thing of beauty:Perfect slope. Zero drawdown. Sky-high profit factor. It feels amazing.But then… live trading happens. And the curve … Read more

7 AIs. 1 Brain. Memory. Learning. Brutal Optimization: Aria V3 – Trading Systems – 30 July 2025

7 AIs. 1 Brain. Memory. Learning. Brutal Optimization: Aria V3

Aria Connector EA (7 AIs + Voting System + Audit and Auto-Optimize system with Aria API on Render! ) Many EAs on the market claim to use artificial intelligence or “neural networks” when in reality they only run traditional logic or connect with unreliable sources. Aria Connector EA was created with a clear and transparent … Read more

Optimization Settings – Trading Systems – 11 May 2025

Optimization Settings - Trading Systems - 11 May 2025

    Table of Contents 1. Overview2. Strategy Tester Configuration3. MA Strategies Configuration   a. MA Crossover   b. EMA Trend Following   c. MA Average Pullback   d. MA Envelope   e. MA as Dynamic Support/Resistance   f. Multiple EMA 4. Conclusion 1. Overview This Optimization Settings guides you through the process of optimizing FxS Moving Average EA in MetaTrader … Read more

Implement Walk-Forward Optimization with XGBoost for Stock Price Prediction in Python

Implement Walk-Forward Optimization with XGBoost for Stock Price Prediction in Python

By Ajay Pawar Have you ever noticed how a model that once predicted stock prices with pinpoint accuracy suddenly starts missing the mark? This isn’t just bad luck—it’s often the result of concept drift or model drift, common challenges in the ever-evolving world of quantitative finance. Financial markets are anything but static; their dynamic nature … Read more