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PyTorch original implementation of Cross-lingual Language Model Pretraining.
Toolkit for Machine Learning, Natural Language Processing, and Text Generation, in TensorFlow. This is part of the CASL project: http://casl-project.ai/
Transformers is a comprehensive library for machine learning that provides a unified interface for training, fine-tuning, and deploying transformer-based models. It supports a wide range of tasks, including text classification, language modeling, question answering, and sequence-to-sequence translation, while offering specialized architectures for both text and vision processing. The framework includes tools for managing the entire model lifecycle, from data preprocessing and tokenization to distributed training and inference. The library features extensive support for model optimization and
标注数据,可以说是AI模型训练里最艰巨的一项工作了。自然语言处理的数据标注更是需要投入大量人力。相对计算机视觉的图像标注,文本的标注通常没有准确的标准答案,对句子理解也是因人而异,让这项工作更是难上加难。 但是!谷歌最近发布的BERT大大的解决了这个问题!根据我们的实验,BERT在文本多分类的任务中,能在极小的数据下,带来显著的分类准确率提升。并且,实验主要对比的是仅仅5个月前发布的State of the art 语言模型迁移学习模型 - ULMFiT (https://arxiv.org/abs/1801.06146), 结果有着明显的提升。
The main features of socialbird-ailab/bert-classification-tutorial are: Natural Language Processing, Pre-trained Language Models.
Projects with overlapping indexed features include: codertimo/bert-pytorch. nlpscott/bert-chinese-classification-task — bert中文分类实践. asyml/texar — Toolkit for Machine Learning, Natural Language Processing, and Text Generation, in TensorFlow. This is part of the… facebookresearch/xlm — PyTorch original implementation of Cross-lingual Language Model Pretraining. huggingface/transformers — Transformers is a comprehensive library for machine learning that provides a unified interface for training,… openbmb/bmlist — A List of Big Models.