Shypd.aiThe largest open index of AI toolsDeepMoji is an open-source deep learning model for analyzing sentiment, emotion, and sarcasm in text. It was trained on 1.2 billion tweets to understand emotional language.
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DeepMoji is a state-of-the-art deep learning model designed for analyzing sentiment, emotion, and sarcasm in textual data. The model was trained on an extensive dataset of 1.2 billion tweets, leveraging emojis to understand how language expresses various emotions. It offers transfer learning capabilities, allowing it to achieve state-of-the-art performance on numerous emotion-related text modeling tasks. Developers can use DeepMoji to extract emoji predictions, convert text into 2304-dimensional emotional feature vectors, or fine-tune the model for new datasets. The project is open-source and based on Keras, supporting either Theano or TensorFlow as a backend. A PyTorch implementation, torchMoji, is also available.
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