Add Deep Learning (LSTM) + Quick Wins automation features
Major improvements: - Deep Learning integration with PyTorch LSTM (Bidirectional, 128→64 units) - Hybrid predictor: 40% RandomForest + 60% Deep Learning - LaunchAgent for automatic weekly tip generation (Tue/Fri 21:00) - Health-Check system with auto-recovery and Telegram alerts - Model caching and intelligent retraining logic - Updated CSV data and generated tips - Performance reports for recent draws Technical details: - PyTorch used instead of TensorFlow (Python 3.14 compatibility) - Apple Silicon MPS acceleration support - Sequence learning with 20-draw history - Early stopping and learning rate scheduling 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
This commit is contained in:
@@ -0,0 +1,9 @@
|
||||
{
|
||||
"trained_at": "2026-01-05T14:26:53.036260",
|
||||
"num_samples": 4954,
|
||||
"num_features": 20,
|
||||
"final_loss": 0.3721399052489188,
|
||||
"final_val_loss": 0.3729977588499746,
|
||||
"best_val_loss": 0.37259673303173435,
|
||||
"epochs_trained": 30
|
||||
}
|
||||
Binary file not shown.
@@ -0,0 +1,61 @@
|
||||
{
|
||||
"adjustments": {
|
||||
"1": -0.019751246878125,
|
||||
"2": -0.019751246878125,
|
||||
"3": -0.004826246878125001,
|
||||
"4": -0.019751246878125,
|
||||
"5": -0.019751246878125,
|
||||
"6": -0.019751246878125,
|
||||
"7": 0.009875251246875,
|
||||
"8": 0.009949876246875,
|
||||
"9": -0.019751246878125,
|
||||
"10": -0.004900871878125002,
|
||||
"11": -0.004826246878125001,
|
||||
"12": 0.00987599563125,
|
||||
"13": -0.019751246878125,
|
||||
"14": -0.019751246878125,
|
||||
"15": -0.019751246878125,
|
||||
"16": -0.004826246878125001,
|
||||
"17": -0.019751246878125,
|
||||
"18": -0.019751246878125,
|
||||
"19": -0.019751246878125,
|
||||
"20": -0.019751246878125,
|
||||
"21": -0.019751246878125,
|
||||
"22": -0.019751246878125,
|
||||
"23": -0.0050490043687499995,
|
||||
"24": -0.019751246878125,
|
||||
"25": -0.004975123753125,
|
||||
"26": -0.019751246878125,
|
||||
"27": -0.004900871878125002,
|
||||
"28": -0.004900871878125002,
|
||||
"29": -0.019751246878125,
|
||||
"30": -0.019751246878125,
|
||||
"31": -0.019751246878125,
|
||||
"32": 0.00972711875625,
|
||||
"33": -0.0050490043687499995,
|
||||
"34": -0.019751246878125,
|
||||
"35": -0.019751246878125,
|
||||
"36": -0.019751246878125,
|
||||
"37": -0.004975123753125,
|
||||
"38": -0.004900871878125002,
|
||||
"39": -0.004975123753125,
|
||||
"40": -0.0050490043687499995,
|
||||
"41": -0.019751246878125,
|
||||
"42": -0.0050490043687499995,
|
||||
"43": -0.019751246878125,
|
||||
"44": -0.019751246878125,
|
||||
"45": -0.019751246878125,
|
||||
"46": 0.010024128121874998,
|
||||
"47": -0.019751246878125,
|
||||
"48": -0.019751246878125,
|
||||
"49": -0.019751246878125
|
||||
},
|
||||
"stats": {
|
||||
"incorrect": 172,
|
||||
"correct": 24,
|
||||
"cycles": 4,
|
||||
"last_update": "2026-01-05T11:56:39.904258"
|
||||
},
|
||||
"learning_rate": 0.1,
|
||||
"last_saved": "2026-01-05T11:56:39.904307"
|
||||
}
|
||||
Binary file not shown.
Reference in New Issue
Block a user