Create README.md

README.md

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+# Sinhala Dyslexia Binary Essay Classifier
+
+This repository contains a binary dyslexia detection model for Sinhala essays.
+
+## Model Overview
+- Task: Binary dyslexia classification (Dyslexic vs Non-Dyslexic)
+- Level: Essay-level (sentence aggregation)
+- Feature Extraction: Character-level TF-IDF (2–4 grams)
+- Classifier: Logistic Regression
+
+## Files
+- `dyslexia_binary_model.pkl` – Trained binary classifier
+- `tfidf_vectorizer.pkl` – TF-IDF vectorizer used during training
+
+## Usage
+
+```python
+import joblib
+
+model = joblib.load("dyslexia_binary_model.pkl")
+vectorizer = joblib.load("tfidf_vectorizer.pkl")