| { | |
| "coin_id": "ripple", | |
| "trained_at": "2025-10-24T07:44:54.340518", | |
| "feature_columns": [ | |
| "price", | |
| "SMA_7", | |
| "SMA_25", | |
| "SMA_99", | |
| "EMA_12", | |
| "EMA_26", | |
| "RSI", | |
| "MACD", | |
| "Signal_Line", | |
| "MACD_Histogram", | |
| "BB_Upper", | |
| "BB_Middle", | |
| "BB_Lower", | |
| "Stoch_K", | |
| "Stoch_D", | |
| "Volatility", | |
| "price_change", | |
| "price_lag_1", | |
| "price_lag_3", | |
| "price_lag_7", | |
| "price_lag_14", | |
| "price_rolling_mean_7", | |
| "price_rolling_std_7" | |
| ], | |
| "performance": { | |
| "RandomForest": { | |
| "rmse": 0.06284188463999661, | |
| "mae": 0.04009573942474982 | |
| }, | |
| "GradientBoosting": { | |
| "rmse": 0.06925444230299697, | |
| "mae": 0.04568799739220207 | |
| }, | |
| "LinearRegression": { | |
| "rmse": 0.011016386450628635, | |
| "mae": 0.00800885801922385 | |
| }, | |
| "LSTM": { | |
| "rmse": 0.10266064171942119, | |
| "mae": 0.08003952280871227 | |
| } | |
| } | |
| } |