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>
2026-01-07 09:20:49 +01:00
1 parent f6106b8333
commit 428403557e
@@ -62,6 +62,62 @@
      "file": "weekly_lotto_tips_20251216_090036.csv",
      "avg_confidence": 0.2526153083488077,
      "avg_quality": 0.4270460107501856
+    },
+    {
+      "timestamp": "2025-12-19T09:00:47.995332",
+      "num_tips": 10,
+      "file": "weekly_lotto_tips_20251219_090047.csv",
+      "avg_confidence": 0.24851173163378942,
+      "avg_quality": 0.42254649408361306
+    },
+    {
+      "timestamp": "2025-12-23T09:00:39.273434",
+      "num_tips": 10,
+      "file": "weekly_lotto_tips_20251223_090039.csv",
+      "avg_confidence": 0.24564556363017442,
+      "avg_quality": 0.42297042510202276
+    },
+    {
+      "timestamp": "2025-12-26T09:00:29.472712",
+      "num_tips": 10,
+      "file": "weekly_lotto_tips_20251226_090029.csv",
+      "avg_confidence": 0.24881269580518275,
+      "avg_quality": 0.4232548718131768
+    },
+    {
+      "timestamp": "2025-12-30T09:00:29.644794",
+      "num_tips": 10,
+      "file": "weekly_lotto_tips_20251230_090029.csv",
+      "avg_confidence": 0.2493553812828854,
+      "avg_quality": 0.422702688633027
+    },
+    {
+      "timestamp": "2026-01-05T11:57:12.284547",
+      "num_tips": 10,
+      "file": "weekly_lotto_tips_20260105_115712.csv",
+      "avg_confidence": 0.2534916290186907,
+      "avg_quality": 0.4275052872775139
+    },
+    {
+      "timestamp": "2026-01-05T14:18:43.847636",
+      "num_tips": 5,
+      "file": "weekly_lotto_tips_20260105_141843.csv",
+      "avg_confidence": 0.22396252964735192,
+      "avg_quality": 0.4176696066987704
+    },
+    {
+      "timestamp": "2026-01-05T14:26:54.619984",
+      "num_tips": 5,
+      "file": "weekly_lotto_tips_20260105_142654.csv",
+      "avg_confidence": 0.38086368558448874,
+      "avg_quality": 0.5874078043214264
+    },
+    {
+      "timestamp": "2026-01-05T19:31:53.727772",
+      "num_tips": 10,
+      "file": "weekly_lotto_tips_20260105_193153.csv",
+      "avg_confidence": 0.4169894391741245,
+      "avg_quality": 0.6052850635944613
    }
  ]
 }
@@ -0,0 +1,11 @@
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@@ -0,0 +1,11 @@
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@@ -0,0 +1,11 @@
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