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README.md

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+# Hate Speech Classification Model Guide
+
+## Introduction
+
+This document provides instructions for importing and using the hate speech classification model from Hugging Face in a Google Colab environment.
+
+---
+
+## Steps for Setup
+
+### 1. Import Necessary Libraries
+```python
+import tensorflow as tf
+import tensorflow_hub as hub
+```
+
+### 2. Clone the Model Repository
+
+`!git clone https://huggingface.co/dileepa/hate_speech_classification`
+
+### 3. Load the Pre-trained Model
+
+```
+cnn_model = tf.keras.models.load_model(
+    'hate_speech_classification/model.h5', 
+    custom_objects={'KerasLayer': hub.KerasLayer}
+)
+```
+
+### 4. Example Usage
+
+```
+# Test prediction
+sample_text = "Insert your text here"
+
+result = cnn_model.predict([sample_text])
+print(result)
+```