At the same time, each python module defining an architecture is fully standalone and can be modified to enable quick research experiments. □ Transformers provides APIs to quickly download and use those pretrained models on a given text, fine-tune them on your own datasets and then share them with the community on our model hub. Transformer models can also perform tasks on several modalities combined, such as table question answering, optical character recognition, information extraction from scanned documents, video classification, and visual question answering. □️ Audio, for tasks like speech recognition and audio classification.□️ Images, for tasks like image classification, object detection, and segmentation.□ Text, for tasks like text classification, information extraction, question answering, summarization, translation, text generation, in over 100 languages.□ Transformers provides thousands of pretrained models to perform tasks on different modalities such as text, vision, and audio. China Pop Music (18042) Chinese popular singer (6320) Chinese popular music (2507) Chinese Pop Songs (1801) Beautiful Chinese Song (1652) Chinese Pop Song (1492) Chinese Popular Song (1460) Best Chinese Song (1273) Chinese pop Singer (1015) Chinese Popular Singer (774) Chinese Popular Songs (759) Chinese Song Lyrics With Pinyin (633) Chinese Song Lyrics (462) Popular Chinese Singers (457) Liu De Hua 刘德华 Andy Lau (440) Chinese Pop Music (420) Zhang Xue You 张学友 Jacky Cheung (384) China Music (346) Chinese Music (302) Andy Lau Song (270) Wang Fei 王菲 Faye Wong (263) Deng Li Jun 邓丽君 Teresa Teng (251) Famous Chinese Pop Songs (246) Popular Chinese Songs (243) Zhang Xin Zhe 张信哲 Jeff Chang (236) Chinese Song (220) China Love Song (212) Popular Chinese Song (206) Zhang Hui Mei 张惠妹 A-mei (205) Cantopop Music (188) Chinese popular band (186) China Song (183) Zhou Jie Lun 周杰伦 Jay Chou (183) Lin Jun Jie 林俊杰 JJ Lin (181) Wu Qi Xian 巫启贤 Eric Moo (153) China Music Mp3 (150) Chinese Melody Songs (129) Chinese Love Song Lyrics (113) Most Popular Chinese Songs (112) Chinese Best Song (107) Popular Chinese Love Songs (105) S.H.State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow
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