Algorithmic Trading A-z With Python- Machine Le... [2025]

Accidental inclusion of future data in past predictions.

A Sharpe ratio > 1 is acceptable; > 2 is very good. Algorithmic Trading A-Z with Python- Machine Le...

Scaling or normalizing the entire dataset together instead of splitting train/test sets first. Accidental inclusion of future data in past predictions

Introduce simple Scikit-Learn models first. Evaluate their feature importances and shape outputs before moving toward deep neural networks. 1 is acceptable

: Failing to account for commissions, spreads, and slippage. Key Performance Metrics Sharpe Ratio : Risk-adjusted return metric.