Why ML Trading Strategies Collapse When Markets Get Volatile (And What You Can Do About It)
Why ML Trading Strategies Collapse When Markets Get Volatile (And What You Can Do About It) TL;DR ML-based trading strategies have a well-known Achilles’ heel: high volatility periods. The r/algotrading community on Reddit is actively debating this exact problem, with a thread generating substantial discussion around why models that perform beautifully in calm markets suddenly fall apart when things get choppy. The core issue isn’t bad code or bad data — it’s something more fundamental to how machine learning works. Understanding the “why” is the first step to building strategies that actually hold up when you need them most. ...