SmartCane/python_app/harvest_detection_experiments/_archive/README.md

Archive: Old Experiments & Docs

This folder contains experimental code, old model files, and supporting documentation from earlier iterations of the harvest detection project. These are kept for reference but are not part of the current production workflow.

Contents

Notebooks (Early Development)

• 05_lstm_harvest_detection_pytorch.ipynb - Early LSTM implementation
• 11_data_cleaning_labeling.ipynb - Data preparation exploration
• 12_model_training_prediction.ipynb - Initial training experiments

Old Model Files

• best_harvest_detection_model_esa.pt - Earlier model variant
• best_harvest_model.pt - Earlier model variant
• harvest_detection_model_esa_None.pt - Experimental model
• harvest_detection_config_esa_None.json - Config for experimental model
• harvest_test_metadata_esa_None.csv - Test set metadata
• harvest_train_metadata_esa_None.csv - Train set metadata

Documentation (Reference Only)

• ACTION_PLAN.md - Early planning
• CI_ONLY_IMPROVEMENTS.md - Feature exploration
• DEPLOYMENT_README.md - Deployment notes
• EXECUTIVE_SUMMARY.md - Project overview
• IMPLEMENTATION_ROADMAP.md - Development roadmap
• LSTM_HARVEST_EVALUATION.md - Evaluation notes
• README_EVALUATION.md - Evaluation docs
• TECHNICAL_IMPROVEMENTS.md - Technical notes
• YOUR_FEEDBACK_SUMMARY.md - Feedback tracking

Old Data Files

• lstm_complete_data_dedup.csv - Deduplicated data variant
• lstm_test_data_cleaned.csv - Cleaned test data
• lstm_train_data_cleaned.csv - Cleaned train data
• data_cleaning_metadata.csv - Cleaning notes
• trigger_analysis_summary.csv - Analysis results
• in_season_predictions_*.csv - Old prediction results
• hyperparameter_tuning_results.csv - Tuning history
• feature_engineering_config.json - Feature config variant
• prepare_lstm_data_from_rds.R - Old R data prep script
• IN_SEASON_SIMULATION_README.txt - Old simulation docs

Current Active Workflow

For the current production harvest detection system, see:

• Main folder (../): Clean working directory with current data files
• experiment_framework/ (../experiment_framework/):
  • Phase 1, 2, 3 implementations
  • Model 307 (current production model)
  • Complete README: PRODUCTION_WORKFLOW.md

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Archive created: December 12, 2025
All files preserved (nothing deleted)