Algorithmic Trading A-z With Python- Machine Le... |verified| -

A Sharpe ratio > 1 is acceptable; > 2 is very good.

trading_client = TradingClient('API_KEY', 'SECRET_KEY', paper=True) Algorithmic Trading A-Z with Python- Machine Le...

You need a desktop computer (Mac, Windows, or Linux) capable of running the Anaconda distribution . A Sharpe ratio > 1 is acceptable; > 2 is very good

Your ML model memorizes noise, not signal. Walk-forward analysis. Retrain the model weekly on expanding windows. A Sharpe ratio &gt

Raw prices are noisy. You must engineer features that capture market structure.