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In this article, we discuss the use of supervised machine learning for text classification, or sentiment detection. We look at how to train a cutting-edge text classifier using the HuggingFace Transformers library and the Torch library, which is the foundation for the PyTorch deep learning open-source TensorFlow library. The article provides a step-by-step guide for importing the dataset, tokenizing the data, and fine-tuning pre-trained language models.