Files
Lotto-Tip-Generator/data/learning_log.json
T
cbazzaandClaude Sonnet 4.5 428403557e 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

100 lines
1.9 KiB
JSON

{
"updates": [
{
"timestamp": "2025-11-28T08:22:10.021143",
"draw_date": "2025-11-26",
"evaluation": {},
"avg_matches": {
"main": 0,
"sz_rate": 0
}
},
{
"timestamp": "2025-12-04T21:00:37.216715",
"draw_date": "2025-12-03",
"evaluation": {},
"avg_matches": {
"main": 0,
"sz_rate": 0
}
},
{
"timestamp": "2025-12-09T09:20:02.369830",
"draw_date": "2025-12-06",
"evaluation": {
"main": 2,
"sz": false,
"tip": 5
},
"avg_matches": {
"main": 0.9,
"sz_rate": 0.0
}
},
{
"timestamp": "2025-12-15T21:00:42.826980",
"draw_date": "2025-12-13",
"evaluation": {
"main": 2,
"sz": true,
"tip": 9
},
"avg_matches": {
"main": 1.2,
"sz_rate": 0.1
}
},
{
"timestamp": "2025-12-22T21:00:50.378355",
"draw_date": "2025-12-20",
"evaluation": {
"main": 3,
"sz": false,
"tip": 2
},
"avg_matches": {
"main": 0.7,
"sz_rate": 0.1
}
},
{
"timestamp": "2025-12-25T21:00:35.769591",
"draw_date": "2025-12-24",
"evaluation": {
"main": 2,
"sz": false,
"tip": 2
},
"avg_matches": {
"main": 0.8,
"sz_rate": 0.1
}
},
{
"timestamp": "2025-12-29T21:00:36.294861",
"draw_date": "2025-12-27",
"evaluation": {
"main": 2,
"sz": false,
"tip": 1
},
"avg_matches": {
"main": 1.2,
"sz_rate": 0.1
}
},
{
"timestamp": "2026-01-05T11:56:39.905126",
"draw_date": "2026-01-03",
"evaluation": {
"main": 2,
"sz": false,
"tip": 1
},
"avg_matches": {
"main": 1.5,
"sz_rate": 0.0
}
}
]
}