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Title: GitHub - fodoit/transformers: 🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.

Open Graph Title: GitHub - fodoit/transformers: 🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.

X Title: GitHub - fodoit/transformers: 🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.

Description: 🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX. - fodoit/transformers

Open Graph Description: 🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX. - fodoit/transformers

X Description: 🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX. - fodoit/transformers

Opengraph URL: https://github.com/fodoit/transformers

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	https://patch-diff.githubusercontent.com/fodoit/transformers#----state-of-the-art-machine-learning-for-jax-pytorch-and-tensorflow
	https://hf.co/course
	https://patch-diff.githubusercontent.com/fodoit/transformers#----
model hub	https://huggingface.co/models
Jax	https://jax.readthedocs.io/en/latest/
PyTorch	https://pytorch.org/
TensorFlow	https://www.tensorflow.org/
	https://patch-diff.githubusercontent.com/fodoit/transformers#online-demos
model hub	https://huggingface.co/models
private model hosting, versioning, & an inference API	https://huggingface.co/pricing
Masked word completion with BERT	https://huggingface.co/google-bert/bert-base-uncased?text=Paris+is+the+%5BMASK%5D+of+France
Named Entity Recognition with Electra	https://huggingface.co/dbmdz/electra-large-discriminator-finetuned-conll03-english?text=My+name+is+Sarah+and+I+live+in+London+city
Text generation with Mistral	https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.2
Natural Language Inference with RoBERTa	https://huggingface.co/FacebookAI/roberta-large-mnli?text=The+dog+was+lost.+Nobody+lost+any+animal
Summarization with BART	https://huggingface.co/facebook/bart-large-cnn?text=The+tower+is+324+metres+%281%2C063+ft%29+tall%2C+about+the+same+height+as+an+81-storey+building%2C+and+the+tallest+structure+in+Paris.+Its+base+is+square%2C+measuring+125+metres+%28410+ft%29+on+each+side.+During+its+construction%2C+the+Eiffel+Tower+surpassed+the+Washington+Monument+to+become+the+tallest+man-made+structure+in+the+world%2C+a+title+it+held+for+41+years+until+the+Chrysler+Building+in+New+York+City+was+finished+in+1930.+It+was+the+first+structure+to+reach+a+height+of+300+metres.+Due+to+the+addition+of+a+broadcasting+aerial+at+the+top+of+the+tower+in+1957%2C+it+is+now+taller+than+the+Chrysler+Building+by+5.2+metres+%2817+ft%29.+Excluding+transmitters%2C+the+Eiffel+Tower+is+the+second+tallest+free-standing+structure+in+France+after+the+Millau+Viaduct
Question answering with DistilBERT	https://huggingface.co/distilbert/distilbert-base-uncased-distilled-squad?text=Which+name+is+also+used+to+describe+the+Amazon+rainforest+in+English%3F&context=The+Amazon+rainforest+%28Portuguese%3A+Floresta+Amaz%C3%B4nica+or+Amaz%C3%B4nia%3B+Spanish%3A+Selva+Amaz%C3%B3nica%2C+Amazon%C3%ADa+or+usually+Amazonia%3B+French%3A+For%C3%AAt+amazonienne%3B+Dutch%3A+Amazoneregenwoud%29%2C+also+known+in+English+as+Amazonia+or+the+Amazon+Jungle%2C+is+a+moist+broadleaf+forest+that+covers+most+of+the+Amazon+basin+of+South+America.+This+basin+encompasses+7%2C000%2C000+square+kilometres+%282%2C700%2C000+sq+mi%29%2C+of+which+5%2C500%2C000+square+kilometres+%282%2C100%2C000+sq+mi%29+are+covered+by+the+rainforest.+This+region+includes+territory+belonging+to+nine+nations.+The+majority+of+the+forest+is+contained+within+Brazil%2C+with+60%25+of+the+rainforest%2C+followed+by+Peru+with+13%25%2C+Colombia+with+10%25%2C+and+with+minor+amounts+in+Venezuela%2C+Ecuador%2C+Bolivia%2C+Guyana%2C+Suriname+and+French+Guiana.+States+or+departments+in+four+nations+contain+%22Amazonas%22+in+their+names.+The+Amazon+represents+over+half+of+the+planet%27s+remaining+rainforests%2C+and+comprises+the+largest+and+most+biodiverse+tract+of+tropical+rainforest+in+the+world%2C+with+an+estimated+390+billion+individual+trees+divided+into+16%2C000+species
Translation with T5	https://huggingface.co/google-t5/t5-base?text=My+name+is+Wolfgang+and+I+live+in+Berlin
Image classification with ViT	https://huggingface.co/google/vit-base-patch16-224
Object Detection with DETR	https://huggingface.co/facebook/detr-resnet-50
Semantic Segmentation with SegFormer	https://huggingface.co/nvidia/segformer-b0-finetuned-ade-512-512
Panoptic Segmentation with Mask2Former	https://huggingface.co/facebook/mask2former-swin-large-coco-panoptic
Depth Estimation with Depth Anything	https://huggingface.co/docs/transformers/main/model_doc/depth_anything
Video Classification with VideoMAE	https://huggingface.co/docs/transformers/model_doc/videomae
Universal Segmentation with OneFormer	https://huggingface.co/shi-labs/oneformer_ade20k_dinat_large
Automatic Speech Recognition with Whisper	https://huggingface.co/openai/whisper-large-v3
Keyword Spotting with Wav2Vec2	https://huggingface.co/superb/wav2vec2-base-superb-ks
Audio Classification with Audio Spectrogram Transformer	https://huggingface.co/MIT/ast-finetuned-audioset-10-10-0.4593
Table Question Answering with TAPAS	https://huggingface.co/google/tapas-base-finetuned-wtq
Visual Question Answering with ViLT	https://huggingface.co/dandelin/vilt-b32-finetuned-vqa
Image captioning with LLaVa	https://huggingface.co/llava-hf/llava-1.5-7b-hf
Zero-shot Image Classification with SigLIP	https://huggingface.co/google/siglip-so400m-patch14-384
Document Question Answering with LayoutLM	https://huggingface.co/impira/layoutlm-document-qa
Zero-shot Video Classification with X-CLIP	https://huggingface.co/docs/transformers/model_doc/xclip
Zero-shot Object Detection with OWLv2	https://huggingface.co/docs/transformers/en/model_doc/owlv2
Zero-shot Image Segmentation with CLIPSeg	https://huggingface.co/docs/transformers/model_doc/clipseg
Automatic Mask Generation with SAM	https://huggingface.co/docs/transformers/model_doc/sam
	https://patch-diff.githubusercontent.com/fodoit/transformers#100-projects-using-transformers
awesome-transformers	https://patch-diff.githubusercontent.com/fodoit/transformers/blob/main/awesome-transformers.md
	https://patch-diff.githubusercontent.com/fodoit/transformers#serious-about-ai-in-your-organisation-build-faster-with-the-hugging-face-enterprise-hub
	https://huggingface.co/enterprise
	https://patch-diff.githubusercontent.com/fodoit/transformers#quick-tour
	https://camo.githubusercontent.com/4153c3f6ae91d9b2d21065c7ff7596b0e24b0c5c23febf3e66eb503324eed1d3/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f636f636f5f73616d706c652e706e67
	https://camo.githubusercontent.com/c8821fb97a1b525d5ea9b5f67057b37392c430ee7b5915b4d6ad481202f410a8/68747470733a2f2f68756767696e67666163652e636f2f64617461736574732f68756767696e67666163652f646f63756d656e746174696f6e2d696d616765732f7265736f6c76652f6d61696e2f636f636f5f73616d706c655f706f73745f70726f6365737365642e706e67
	https://patch-diff.githubusercontent.com/fodoit/transformers#--------
this tutorial	https://huggingface.co/docs/transformers/task_summary
Pytorch nn.Module	https://pytorch.org/docs/stable/nn.html#torch.nn.Module
TensorFlow tf.keras.Model	https://www.tensorflow.org/api_docs/python/tf/keras/Model
This tutorial	https://huggingface.co/docs/transformers/training
	https://patch-diff.githubusercontent.com/fodoit/transformers#why-should-i-use-transformers
	https://patch-diff.githubusercontent.com/fodoit/transformers#why-shouldnt-i-use-transformers
Accelerate	https://huggingface.co/docs/accelerate
examples folder	https://github.com/huggingface/transformers/tree/main/examples
	https://patch-diff.githubusercontent.com/fodoit/transformers#installation
	https://patch-diff.githubusercontent.com/fodoit/transformers#with-pip
virtual environment	https://docs.python.org/3/library/venv.html
user guide	https://packaging.python.org/guides/installing-using-pip-and-virtual-environments/
TensorFlow installation page	https://www.tensorflow.org/install/
PyTorch installation page	https://pytorch.org/get-started/locally/#start-locally
Flax	https://github.com/google/flax#quick-install
Jax	https://github.com/google/jax#installation
install the library from source	https://huggingface.co/docs/transformers/installation#installing-from-source
	https://patch-diff.githubusercontent.com/fodoit/transformers#with-conda
this issue	https://github.com/huggingface/huggingface_hub/issues/1062
	https://patch-diff.githubusercontent.com/fodoit/transformers#model-architectures
All the model checkpoints	https://huggingface.co/models
model hub	https://huggingface.co/models
users	https://huggingface.co/users
organizations	https://huggingface.co/organizations
	https://camo.githubusercontent.com/f36a36c84f2ff8605938db0f71595cdfebb5ebc941833aeb2591205f220bc9d2/68747470733a2f2f696d672e736869656c64732e696f2f656e64706f696e743f75726c3d68747470733a2f2f68756767696e67666163652e636f2f6170692f736869656c64732f6d6f64656c7326636f6c6f723d627269676874677265656e
here	https://huggingface.co/docs/transformers/model_summary
this table	https://huggingface.co/docs/transformers/index#supported-frameworks
documentation	https://github.com/huggingface/transformers/tree/main/examples
	https://patch-diff.githubusercontent.com/fodoit/transformers#learn-more
Documentation	https://huggingface.co/docs/transformers/
Task summary	https://huggingface.co/docs/transformers/task_summary
Preprocessing tutorial	https://huggingface.co/docs/transformers/preprocessing
Training and fine-tuning	https://huggingface.co/docs/transformers/training
Quick tour: Fine-tuning/usage scripts	https://github.com/huggingface/transformers/tree/main/examples
Model sharing and uploading	https://huggingface.co/docs/transformers/model_sharing
	https://patch-diff.githubusercontent.com/fodoit/transformers#citation
paper	https://www.aclweb.org/anthology/2020.emnlp-demos.6/
huggingface.co/transformers	https://huggingface.co/transformers
Readme	https://patch-diff.githubusercontent.com/fodoit/transformers#readme-ov-file
Apache-2.0 license	https://patch-diff.githubusercontent.com/fodoit/transformers#Apache-2.0-1-ov-file
Please reload this page	https://patch-diff.githubusercontent.com/fodoit/transformers
Activity	https://patch-diff.githubusercontent.com/fodoit/transformers/activity
0 stars	https://patch-diff.githubusercontent.com/fodoit/transformers/stargazers
0 watching	https://patch-diff.githubusercontent.com/fodoit/transformers/watchers
0 forks	https://patch-diff.githubusercontent.com/fodoit/transformers/forks
Report repository	https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Ffodoit%2Ftransformers&report=fodoit+%28user%29
Releases	https://patch-diff.githubusercontent.com/fodoit/transformers/releases
Packages 0	https://patch-diff.githubusercontent.com/users/fodoit/packages?repo_name=transformers
	https://github.com
Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

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