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:
2026-01-07 09:20:49 +01:00
co-authored by Claude Sonnet 4.5
parent f6106b8333
commit 428403557e
33 changed files with 31776 additions and 62 deletions
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======================================================================
LOTTO 6AUS49 PERFORMANCE REPORT
======================================================================
Erstellt: 2025-12-22 21:00:50
ZIEHUNG VOM 2025-12-20
----------------------------------------------------------------------
Hauptzahlen: [12, 23, 32, 33, 40, 42]
Superzahl: 5
EVALUATION DER TIPPS
----------------------------------------------------------------------
Datei: weekly_lotto_tips_20251219_090047.csv
Tipps evaluiert: 10
Avg Main Matches: 0.70
SZ Match Rate: 10.0%
Bester Tipp: #2
- Main Treffer: 3
- SZ Match: Nein
======================================================================
@@ -0,0 +1,21 @@
======================================================================
LOTTO 6AUS49 PERFORMANCE REPORT
======================================================================
Erstellt: 2025-12-25 21:00:35
ZIEHUNG VOM 2025-12-24
----------------------------------------------------------------------
Hauptzahlen: [7, 8, 25, 32, 37, 39]
Superzahl: 8
EVALUATION DER TIPPS
----------------------------------------------------------------------
Datei: weekly_lotto_tips_20251223_090039.csv
Tipps evaluiert: 10
Avg Main Matches: 0.80
SZ Match Rate: 10.0%
Bester Tipp: #2
- Main Treffer: 2
- SZ Match: Nein
======================================================================
@@ -0,0 +1,21 @@
======================================================================
LOTTO 6AUS49 PERFORMANCE REPORT
======================================================================
Erstellt: 2025-12-29 21:00:36
ZIEHUNG VOM 2025-12-27
----------------------------------------------------------------------
Hauptzahlen: [7, 10, 27, 28, 38, 46]
Superzahl: 6
EVALUATION DER TIPPS
----------------------------------------------------------------------
Datei: weekly_lotto_tips_20251226_090029.csv
Tipps evaluiert: 10
Avg Main Matches: 1.20
SZ Match Rate: 10.0%
Bester Tipp: #1
- Main Treffer: 2
- SZ Match: Nein
======================================================================
@@ -0,0 +1,21 @@
======================================================================
LOTTO 6AUS49 PERFORMANCE REPORT
======================================================================
Erstellt: 2026-01-05 11:56:39
ZIEHUNG VOM 2026-01-03
----------------------------------------------------------------------
Hauptzahlen: [3, 8, 11, 12, 16, 46]
Superzahl: 8
EVALUATION DER TIPPS
----------------------------------------------------------------------
Datei: weekly_lotto_tips_20251230_090029.csv
Tipps evaluiert: 10
Avg Main Matches: 1.50
SZ Match Rate: 0.0%
Bester Tipp: #1
- Main Treffer: 2
- SZ Match: Nein
======================================================================