Commit Graph

4 Commits

Author SHA1 Message Date
21in7
c4062c39d3 feat: add duplicate training log entry for model evaluation
- Added a new entry to the training log for the LightGBM model, including date, AUC, sample count, and model path.
- This entry mirrors an existing one, potentially for tracking model performance over time.
2026-03-01 18:55:26 +09:00
21in7
de933b97cc feat: remove in-container retraining, training is now mac-only
Made-with: Cursor
2026-03-01 18:54:00 +09:00
21in7
8f834a1890 feat: implement training and deployment pipeline for LightGBM model on Mac to LXC
- Added comprehensive plans for training a LightGBM model on M4 Mac Mini and deploying it to an LXC container.
- Created scripts for model training, deployment, and a full pipeline execution.
- Enhanced model transfer with error handling and logging for better tracking.
- Introduced profiling for training time analysis and dataset generation optimization.

Made-with: Cursor
2026-03-01 18:30:01 +09:00
21in7
7e4e9315c2 feat: implement ML filter with LightGBM for trading signal validation
- Added MLFilter class to load and evaluate LightGBM model for trading signals.
- Introduced retraining mechanism to update the model daily based on new data.
- Created feature engineering and label building utilities for model training.
- Updated bot logic to incorporate ML filter for signal validation.
- Added scripts for data fetching and model training.

Made-with: Cursor
2026-03-01 17:07:18 +09:00