ML-Inspired Adaptive Momentum Strategy (TradingView v6) by AIScripts
By AIScripts
Performance Metrics
- Author: AIScripts
- Symbol: NASDAQ:TSLA
- Timeframe: 1 minute
- Net P&L: +64.26 USD (+0.01%)
- Win Rate: 42.0%
- Profit Factor: 1.16
- Max Drawdown: 41.95 USD (0.00%)
- Total Trades: 685
Description
This strategy demonstrates an adaptive momentum approach using volatility-normalized trend strength. It is designed for educational and analytical purposes and uses deterministic, fully transparent logic compatible with Pine Script v6.ML-Inspired Concept (Educational Context)Pine Script cannot train or execute real machine-learning models.Instead, this strategy demonstrates ML-style thinking by:Converting price data into featuresNormalizing features to account for volatility differencesProducing a bounded confidence scoreApplying thresholds for decision makingThis is not predictive AI and does not claim forecasting capability.Strategy LogicEMA is used to measure directional biasEMA slope represents momentum changeATR normalizes the slope (feature scaling)A clamped score between −1 and +1 is generatedTrades trigger only when the score exceeds defined thresholdsRisk & ExecutionPosition size capped at 5% equityCommission and slippage included for realistic testingSignals are calculated on closed bars onlyPurposeThis script is intended to help traders explore adaptive momentum concepts and understand how feature normalization can be applied in systematic trading strategies.