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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

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)