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README.md

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+---
+title: Myanmar Ghost
+emoji: 🇲🇲
+colorFrom: blue
+colorTo: purple
+sdk: gradio
+sdk_version: 4.0.0
+app_file: app.py
+pinned: false
+---
+
+# Myanmar Ghost
+
+Advanced Myanmar Language Understanding Model with Multi-Modal Fusion
+
+## 🎯 Overview
+
+Myanmar Ghost is a comprehensive NLP project for Myanmar (Burmese) language understanding, featuring:
+
+- **Multi-Modal Data Fusion**: Combines audio prosody with text for sentiment analysis
+- **Active Learning Pipeline**: Efficient annotation with uncertainty sampling
+- **Federated Learning Ready**: Privacy-preserving distributed training
+- **Explainable AI**: SHAP and LIME-based model interpretability
+- **Adversarial Data Augmentation**: Robust training with synonym replacement and perturbation
+
+## 📁 Project Structure
+
+```
+Myanmar-Ghost/
+├── configs/              # Configuration files
+├── data/                 # Data directory (raw, processed, augmented)
+├── src/
+│   ├── data_processing/  # Audio, text processing, multimodal fusion
+│   ├── annotation/        # Labeling tools, active learning
+│   ├── models/           # Model implementations
+│   ├── federated/        # Federated learning components
+│   ├── xai/              # Explainable AI modules
+│   ├── augmentation/      # Data augmentation
+│   └── utils/            # Utilities
+├── outputs/              # Model outputs, results, logs
+├── tests/                # Unit tests
+└── docs/                 # Documentation
+```
+
+## 🚀 Quick Start
+
+### Installation
+
+```bash
+pip install -r requirements.txt
+```
+
+### Data Processing
+
+```bash
+python src/data_processing/audio_processor.py
+python src/data_processing/text_normalizer.py
+```
+
+### Training
+
+```bash
+python src/models/train.py --config configs/model/transformer_config.yaml
+```
+
+### Federated Learning
+
+```bash
+# Start server
+python src/federated/server.py --config configs/federated/server_config.yaml
+
+# Start client
+python src/federated/client.py --config configs/federated/client_configs/hospital_a.yaml
+```
+
+## 📊 Features
+
+### 1. Data Versioning (DVC)
+
+Track data changes with DVC for reproducibility.
+
+```bash
+dvc add data/processed/v1.2
+git add data/processed/v1.2.dvc
+```
+
+### 2. Active Learning
+
+Select uncertain samples for annotation:
+
+```python
+from src.annotation.active_learning.uncertainty_sampler import UncertaintySampler
+
+sampler = UncertaintySampler(model, method="least_confidence")
+selected = sampler.select_samples(samples, tokenizer, n_samples=100)
+```
+
+### 3. XAI Explanations
+
+Understand model decisions:
+
+```python
+from src.xai.shap_explainer import ThankingSHAPExplainer
+
+explainer = ThankingSHAPExplainer(model, tokenizer)
+shap_values = explainer.explain("ကျေးဇူးပါ")
+```
+
+### 4. Data Augmentation
+
+```python
+from src.augmentation.synonym_replacer import MyanmarSynonymReplacer
+from src.augmentation.perturbator import TextPerturbator
+
+replacer = MyanmarSynonymReplacer()
+aug_text = replacer.augment_text("ကျေးဇူးပါ", replace_prob=0.3)
+```
+
+## 📈 CI/CD
+
+GitHub Actions workflows automatically:
+
+- Validate data schemas
+- Check label distributions
+- Run model evaluations
+- Deploy to HuggingFace
+
+## 📝 License
+
+Apache 2.0 License
+
+## 👤 Author
+
+Aung Myo Kyaw (amkyawdev)  
+https://huggingface.co/amkyawdev