| { | |
| "symbol": "MSFT", | |
| "trained_at": "2025-12-03T00:01:11.670556", | |
| "model_type": "ImprovedLSTM", | |
| "architecture": { | |
| "sequence_length": 60, | |
| "hidden_size": 64, | |
| "num_layers": 3, | |
| "dropout": 0.3, | |
| "bidirectional": true | |
| }, | |
| "training": { | |
| "epochs_requested": 80, | |
| "epochs_trained": 21, | |
| "early_stopped": true, | |
| "batch_size": 32, | |
| "learning_rate": 0.001, | |
| "patience": 10 | |
| }, | |
| "metrics": { | |
| "mse": 415.4613818392726, | |
| "rmse": 20.382869813627142, | |
| "mae": 16.6459133342161, | |
| "mape": 3.472778207740361, | |
| "r2": 0.8304499436147684, | |
| "directional_accuracy": 53.97727272727273, | |
| "mean_percent_error": 3.472778207740361, | |
| "test_samples": 177, | |
| "predictions_sample": [ | |
| 401.4529724121094, | |
| 401.7602844238281, | |
| 403.2348327636719, | |
| 405.06658935546875, | |
| 406.4209899902344 | |
| ], | |
| "actuals_sample": [ | |
| 384.7772216796875, | |
| 389.1736755371094, | |
| 390.9839477539062, | |
| 393.0528869628906, | |
| 387.89056396484375 | |
| ], | |
| "final_train_loss": 0.0017286164869661801, | |
| "best_val_loss": 0.0006858553436662381, | |
| "epochs_trained": 21, | |
| "early_stopped": true | |
| } | |
| } |