@@ -135,23 +135,45 @@ print("Geomagnetic Storm Prediction: Ready for deployment")
135135
136136## 📁 ** PROJECT STRUCTURE**   
137137
138- SOLARIS-X/
139- ├── 📊 data/
140- │ └── processed/features/ # Engineered datasets (excluded)
141- ├── 🤖 scripts/
142- │ ├── preprocessing/ # Data processing pipeline
143- │ └── training/ # ML model training
144- │ ├── models/ # Individual model trainers
145- │ ├── utils/ # Training utilities
146- │ └── complete_pipeline.py # Main training orchestrator
147- ├── 💾 models/
148- │ ├── trained/ # Production models (excluded)
149- │ └── checkpoints/ # Training checkpoints (excluded)
150- ├── 📈 results/
151- │ └── plots/ # Performance visualizations
152- ├── 📋 requirements.txt # Python dependencies
153- ├── 🔧 .gitignore # Git exclusion rules
154- └── 📖 README.md # This file
138+ ### ** Core Directories**  
139+ 
140+ ** 📊 Data Pipeline** 
141+ -  ` data/processed/features/ `  - Engineered feature datasets (excluded)
142+ -  ` data/raw/omni/ `  - Original OMNI database files (excluded)
143+ 
144+ ** 🤖 Training System**   
145+ -  ` scripts/training/models/ `  - Individual model trainers (4 advanced models)
146+ -  ` scripts/training/utils/ `  - Training utilities and base classes
147+ -  ` scripts/training/complete_pipeline.py `  - Main orchestrator
148+ 
149+ ** 💾 Model Management** 
150+ -  ` models/checkpoints/ `  - Training checkpoints and metadata
151+ -  ` models/trained/ `  - Production models (excluded)
152+ 
153+ ** 📈 Results & Analysis** 
154+ -  ` results/plots/ `  - Performance visualizations (10 charts)
155+ 
156+ ** 📋 Configuration** 
157+ -  ` requirements.txt `  - Python dependencies
158+ -  ` .gitignore `  - Repository optimization
159+ -  ` README.md `  - Documentation
160+ 
161+ ### ** Key Features**  
162+ -  ** 25+ Python modules**  with professional architecture
163+ -  ** 4 advanced ML models**  including meta-ensemble system
164+ -  ** Complete MLOps pipeline**  with automated evaluation
165+ -  ** Production-ready deployment**  configuration
166+ 
167+ --- 
168+ ### ** 🏗️ Architecture Highlights**  
169+ -  ** Modular Design** : Separated model trainers and utilities
170+ -  ** Production Ready** : Complete MLOps pipeline structure  
171+ -  ** Optimized Storage** : Large files excluded via .gitignore
172+ -  ** Comprehensive Evaluation** : Visualization and metrics tracking
173+ -  ** Professional Organization** : Clear separation of concerns
174+ 
175+ ** Note** : Files marked as "(excluded)" are not tracked in git due to size constraints but are generated during training.
176+ 
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156178
157179--- 
@@ -254,3 +276,4 @@ This project is licensed under the **MIT License**.
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255277</div >
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