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@@ -266,8 +266,9 @@ If you check the `/ml_things/notebooks/` a lot of them are not listed here becau
| **:grapes: Better Batches with PyTorchText BucketIterator** | *How to use PyTorchText BucketIterator to sort text data for better batching.* |[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/gmihaila/ml_things/blob/master/notebooks/pytorch/pytorchtext_bucketiterator.ipynb) [![Generic badge](https://img.shields.io/badge/GitHub-Source-greensvg)](https://github.com/gmihaila/ml_things/blob/master/notebooks/pytorch/pytorchtext_bucketiterator.ipynb) [![Generic badge](https://img.shields.io/badge/Download-Notebook-red.svg)](https://www.dropbox.com/s/7gyq6qup6y43z9b/pytorchtext_bucketiterator.ipynb?dl=1) [![Generic badge](https://img.shields.io/badge/Article-Medium-black.svg)](https://gmihaila.medium.com/better-batches-with-pytorchtext-bucketiterator-12804a545e2a) [![Generic badge](https://img.shields.io/badge/Blog-Post-blue.svg)](https://gmihaila.github.io/tutorial_notebooks/pytorchtext_bucketiterator/) |
| **:dog: Pretrain Transformers Models in PyTorch using Hugging Face Transformers** | *Pretrain 67 transformers models on your custom dataset.* |[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/gmihaila/ml_things/blob/master/notebooks/pytorch/pretrain_transformers_pytorch.ipynb) [![Generic badge](https://img.shields.io/badge/GitHub-Source-greensvg)](https://github.com/gmihaila/ml_things/blob/master/notebooks/pytorch/pretrain_transformers_pytorch.ipynb) [![Generic badge](https://img.shields.io/badge/Download-Notebook-red.svg)](https://www.dropbox.com/s/rkq79hwzhqa6x8k/pretrain_transformers_pytorch.ipynb?dl=1) [![Generic badge](https://img.shields.io/badge/Article-Medium-black.svg)](https://gmihaila.medium.com/pretrain-transformers-models-in-pytorch-using-transformers-ecaaec00fbaa) [![Generic badge](https://img.shields.io/badge/Blog-Post-blue.svg)](https://gmihaila.github.io/tutorial_notebooks/pretrain_transformers_pytorch/) |
| **:violin: Fine-tune Transformers in PyTorch using Hugging Face Transformers** | *Complete tutorial on how to fine-tune 73 transformer models for text classification — no code changes necessary!* |[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/gmihaila/ml_things/blob/master/notebooks/pytorch/finetune_transformers_pytorch.ipynb) [![Generic badge](https://img.shields.io/badge/GitHub-Source-greensvg)](https://github.com/gmihaila/ml_things/blob/master/notebooks/pytorch/finetune_transformers_pytorch.ipynb) [![Generic badge](https://img.shields.io/badge/Download-Notebook-red.svg)](https://www.dropbox.com/s/tsqicfqgt8v87ae/finetune_transformers_pytorch.ipynb?dl=1) [![Generic badge](https://img.shields.io/badge/Article-Medium-black.svg)](https://medium.com/@gmihaila/fine-tune-transformers-in-pytorch-using-transformers-57b40450635) [![Generic badge](https://img.shields.io/badge/Blog-Post-blue.svg)](https://gmihaila.github.io/tutorial_notebooks/finetune_transformers_pytorch/)|
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| **⚙️ Bert Inner Workings in PyTorch using Hugging Face Transformers** | *Complete tutorial on how an input flows through Bert.* |[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/gmihaila/ml_things/blob/master/notebooks/pytorch/bert_inner_workings.ipynb) [![Generic badge](https://img.shields.io/badge/GitHub-Source-greensvg)](https://github.com/gmihaila/ml_things/blob/master/notebooks/pytorch/bert_inner_workings.ipynb) [![Generic badge](https://img.shields.io/badge/Download-Notebook-red.svg)](https://www.dropbox.com/s/jeftyo6cebfkma2/bert_inner_workings.ipynb?dl=1) [![Generic badge](https://img.shields.io/badge/Article-Medium-black.svg)](https://gmihaila.medium.com/%EF%B8%8F-bert-inner-workings-1c3054cd1591) [![Generic badge](https://img.shields.io/badge/Blog-Post-blue.svg)](https://gmihaila.github.io/tutorial_notebooks/bert_inner_workings/)|
| **🎱 GPT2 For Text Classification using Hugging Face 🤗 Transformers** | *Complete tutorial on how to use GPT2 for text classification.* |[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/gmihaila/ml_things/blob/master/notebooks/pytorch/gpt2_finetune_classification.ipynb) [![Generic badge](https://img.shields.io/badge/GitHub-Source-greensvg)](https://github.com/gmihaila/ml_things/blob/master/notebooks/pytorch/gpt2_finetune_classification.ipynb) [![Generic badge](https://img.shields.io/badge/Download-Notebook-red.svg)](https://www.dropbox.com/s/6t6kvlewoabwxqw/gpt2_finetune_classification.ipynb?dl=1) [![Generic badge](https://img.shields.io/badge/Article-Medium-black.svg)](https://gmihaila.medium.com/gpt2-for-text-classification-using-hugging-face-transformers-574555451832) [![Generic badge](https://img.shields.io/badge/Blog-Post-blue.svg)](https://gmihaila.github.io/tutorial_notebooks/gpt2_finetune_classification/)|
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