From 2a51b15518dc756103b21a7301c9e098a89cc530 Mon Sep 17 00:00:00 2001 From: Matt Date: Wed, 29 Sep 2021 17:07:10 +0100 Subject: [PATCH] Add TF notebooks (#13793) --- notebooks/README.md | 16 +++++++++++++++- 1 file changed, 15 insertions(+), 1 deletion(-) diff --git a/notebooks/README.md b/notebooks/README.md index 43f5665d4a..a1a6c946df 100644 --- a/notebooks/README.md +++ b/notebooks/README.md @@ -39,7 +39,7 @@ You can open any page of the documentation as a notebook in colab (there is a bu | [Multilingual models](https://github.com/huggingface/notebooks/blob/master/transformers_doc/multilingual.ipynb) | How to use the multilingual models of the library | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/notebooks/blob/master/transformers_doc/multilingual.ipynb) | | [Fine-tuning with custom datasets](https://github.com/huggingface/notebooks/blob/master/transformers_doc/custom_datasets.ipynb) | How to fine-tune a pretrained model on various tasks | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/notebooks/blob/master/transformers_doc/custom_datasets.ipynb) | -### Examples +### PyTorch Examples | Notebook | Description | | |:----------|:-------------|------:| @@ -58,6 +58,20 @@ You can open any page of the documentation as a notebook in colab (there is a bu | [How to use Benchmarks](https://github.com/huggingface/transformers/notebooks/blob/master/examples/benchmark.ipynb) | How to benchmark models with transformers | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/notebooks/blob/master/examples/benchmark.ipynb)| | [Reformer](https://github.com/huggingface/blog/blob/master/notebooks/03_reformer.ipynb) | How Reformer pushes the limits of language modeling | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/patrickvonplaten/blog/blob/master/notebooks/03_reformer.ipynb)| +### TensorFlow Examples + +| Notebook | Description | | +|:----------|:-------------|------:| +| [Train your tokenizer](https://github.com/huggingface/notebooks/blob/master/examples/tokenizer_training.ipynb) | How to train and use your very own tokenizer |[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/notebooks/blob/master/examples/tokenizer_training.ipynb) | +| [Train your language model](https://github.com/huggingface/notebooks/blob/master/examples/language_modeling_from_scratch-tf.ipynb) | How to easily start using transformers | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/notebooks/blob/master/examples/language_modeling_from_scratch-tf.ipynb) | +| [How to fine-tune a model on text classification](https://github.com/huggingface/notebooks/blob/master/examples/text_classification-tf.ipynb) | Show how to preprocess the data and fine-tune a pretrained model on any GLUE task. | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/notebooks/blob/master/examples/text_classification-tf.ipynb)| +| [How to fine-tune a model on language modeling](https://github.com/huggingface/notebooks/blob/master/examples/language_modeling-tf.ipynb) | Show how to preprocess the data and fine-tune a pretrained model on a causal or masked LM task. | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/notebooks/blob/master/examples/language_modeling-tf.ipynb)| +| [How to fine-tune a model on token classification](https://github.com/huggingface/notebooks/blob/master/examples/token_classification-tf.ipynb) | Show how to preprocess the data and fine-tune a pretrained model on a token classification task (NER, PoS). | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/notebooks/blob/master/examples/token_classification-tf.ipynb)| +| [How to fine-tune a model on question answering](https://github.com/huggingface/notebooks/blob/master/examples/question_answering-tf.ipynb) | Show how to preprocess the data and fine-tune a pretrained model on SQUAD. | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/notebooks/blob/master/examples/question_answering-tf.ipynb)| +| [How to fine-tune a model on multiple choice](https://github.com/huggingface/notebooks/blob/master/examples/multiple_choice-tf.ipynb) | Show how to preprocess the data and fine-tune a pretrained model on SWAG. | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/notebooks/blob/master/examples/multiple_choice-tf.ipynb)| +| [How to fine-tune a model on translation](https://github.com/huggingface/notebooks/blob/master/examples/translation-tf.ipynb) | Show how to preprocess the data and fine-tune a pretrained model on WMT. | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/notebooks/blob/master/examples/translation-tf.ipynb)| +| [How to fine-tune a model on summarization](https://github.com/huggingface/notebooks/blob/master/examples/summarization-tf.ipynb) | Show how to preprocess the data and fine-tune a pretrained model on XSUM. | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/notebooks/blob/master/examples/summarization-tf.ipynb)| + ## Community notebooks: