# 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) ```