Add Deep Learning (LSTM) + Quick Wins automation features

Major improvements:
- Deep Learning integration with PyTorch LSTM (dual models: main 1-50 + euro 1-12)
- Hybrid predictor: 40% RandomForest + 60% Deep Learning
- LaunchAgent for automatic weekly tip generation (Mon/Thu 21:00)
- Health-Check system with auto-recovery and Telegram alerts
- Fixed health checks for Eurojackpot-specific paths and file names
- 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)
- Separate LSTM models for main numbers (1-50) and euro numbers (1-12)
- Apple Silicon MPS acceleration support
- Sequence learning with 20-draw history
- Health-check adapted for eurojackpot_ml_models/ and learning_log.json

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>

data/generated_tips/generation_history.json

@@ -62,6 +62,62 @@
       "file": "weekly_tips_20251215_090045.csv",
       "avg_confidence": 0.1461352818684182,
       "avg_quality": 0.24801070782708448
+    },
+    {
+      "timestamp": "2025-12-18T09:04:18.723971",
+      "num_tips": 10,
+      "file": "weekly_tips_20251218_090418.csv",
+      "avg_confidence": 0.24929333861475866,
+      "avg_quality": 0.34309725833519206
+    },
+    {
+      "timestamp": "2025-12-22T09:00:26.180332",
+      "num_tips": 10,
+      "file": "weekly_tips_20251222_090026.csv",
+      "avg_confidence": 0.14555093760453808,
+      "avg_quality": 0.24778265211399592
+    },
+    {
+      "timestamp": "2025-12-25T09:00:22.814659",
+      "num_tips": 10,
+      "file": "weekly_tips_20251225_090022.csv",
+      "avg_confidence": 0.1535948121486636,
+      "avg_quality": 0.254956459846685
+    },
+    {
+      "timestamp": "2025-12-29T09:00:22.333981",
+      "num_tips": 10,
+      "file": "weekly_tips_20251229_090022.csv",
+      "avg_confidence": 0.139651730558598,
+      "avg_quality": 0.24138112537430906
+    },
+    {
+      "timestamp": "2026-01-05T09:00:22.228855",
+      "num_tips": 10,
+      "file": "weekly_tips_20260105_090022.csv",
+      "avg_confidence": 0.1464099063179347,
+      "avg_quality": 0.24795966139367404
+    },
+    {
+      "timestamp": "2026-01-05T11:43:13.513348",
+      "num_tips": 10,
+      "file": "weekly_tips_20260105_114313.csv",
+      "avg_confidence": 0.1481513610907385,
+      "avg_quality": 0.2496726932838648
+    },
+    {
+      "timestamp": "2026-01-05T14:30:37.493239",
+      "num_tips": 5,
+      "file": "weekly_tips_20260105_143037.csv",
+      "avg_confidence": 0.5146303150864401,
+      "avg_quality": 0.6495518860002409
+    },
+    {
+      "timestamp": "2026-01-05T19:31:43.033362",
+      "num_tips": 10,
+      "file": "weekly_tips_20260105_193143.csv",
+      "avg_confidence": 0.5119966658358427,
+      "avg_quality": 0.6260971285846824
     }
   ]
 }