applying machine learning parameters structural weaknesses of relying purely on exponential moving average crossovers in a sideways, consoli

applying machine learning parameters structural weaknesses of relying purely on exponential moving average crossovers in a sideways, consolidating market when out-of-sample data diverges from historical baselines?