# πŸ‡²πŸ‡² Myanmar Ghost ## မိတ်ဆက် Myanmar Ghost α€žα€Šα€Ί α€™α€Όα€”α€Ία€™α€¬α€…α€¬α€žα€¬α€Έα€‘α€”α€€α€Ία€–α€½α€„α€·α€Ία€†α€­α€―α€α€Όα€„α€Ία€Έ (Sentiment Analysis) ထတွက် ထဆင့်မြင့် AI Model α€α€…α€Ία€α€―α€–α€Όα€…α€Ία€•α€«α€žα€Šα€Ία‹ ### α€‘α€“α€­α€€α€œα€―α€•α€Ία€†α€±α€¬α€„α€Ία€α€»α€€α€Ία€™α€»α€¬α€Έ - **Multi-Modal Fusion** - α€‘α€žα€Ά + α€…α€¬α€žα€¬α€Έ ပေါင်းစပ်ခြင်း - **Active Learning** - α€‘α€­α€›α€±α€¬α€€α€Ία€žα€±α€¬ α€‘α€Šα€½α€Ύα€”α€Ία€Έα€žα€α€Ία€™α€Ύα€α€Ία€α€Όα€„α€Ία€Έ - **Federated Learning** - Privacy-preserving training - **Explainable AI** - SHAP/LIME ဖြင့် ရှင်းပြခြင်း - **Data Augmentation** - Adversarial augmentation ## တပ်ဆင်ခြင်း ```bash pip install -r requirements.txt ``` ## α€‘α€žα€―α€Άα€Έα€•α€Όα€―α€•α€―α€Ά ### Training ```bash python src/models/train.py \ --train_data data/processed/splits/train.csv \ --output_dir outputs/models ``` ### Evaluation ```bash python src/models/evaluate.py \ --model_path outputs/models/best_model.pt \ --data_path data/processed/splits/test.csv ``` ### API Run ```bash uvicorn deployment.api.app:app --host 0.0.0.0 --port 8000 ``` ## Project Structure ``` Myanmar-Ghost/ β”œβ”€β”€ src/ β”‚ β”œβ”€β”€ data_processing/ # Data processing β”‚ β”œβ”€β”€ annotation/ # Annotation tools β”‚ β”œβ”€β”€ models/ # Model implementations β”‚ β”œβ”€β”€ federated/ # Federated learning β”‚ β”œβ”€β”€ xai/ # Explainable AI β”‚ β”œβ”€β”€ augmentation/ # Data augmentation β”‚ └── utils/ # Utilities β”œβ”€β”€ configs/ # Configuration β”œβ”€β”€ data/ # Data directory β”œβ”€β”€ tests/ # Unit tests └── docs/ # Documentation ``` ## License Apache 2.0 ## Author Aung Myo Kyaw https://huggingface.co/amkyawdev