Update README.md

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George Mihaila
2020-10-26 17:36:22 -05:00
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@@ -241,11 +241,10 @@ All of the notebooks are in **Google Colab**. Never heard of Google Colab? :scre
If you check the `/ml_things/notebooks/` a lot of them are not listed here because they are not in a 'polished' form yet. These are the notebooks that are good enough to share with everyone:
| Name | Description | Google Colab |
| Name | Description | Links |
|:- |:- |:- |
| [PyTorchText](https://gmihaila.github.io/tutorial_notebooks/pytorchtext/) | This notebook is an example of using pytorchtext powerful BucketIterator function which allows grouping examples of similar lengths to provide the most optimal batching method. | [![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.ipynb) |
| [Pretrain Transformers](https://gmihaila.github.io/tutorial_notebooks/pretrain_transformer/) | This notebook is used to pretrain transformers models using Huggingface. | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/14KCDms4YLrE7Ekxl9VtrdT229UTDyim3#offline=true&sandboxMode=true)|
| | | |
| **:dog: Pretrain 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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@@ -255,4 +254,22 @@ If you check the `/ml_things/notebooks/` a lot of them are not listed here becau
Thank you for checking out my repo. I am a perfectionist so I will do a lot of changes when it comes to small details.
Lern more about me? Check out my website **[gmihaila.github.io](http://gmihaila.github.io)**
If you see something wrong please let me know by opening an
**[issue on my ml_things](https://github.com/gmihaila/ml_things/issues/new/choose)** GitHub repository!
A lot of tutorials out there are mostly a one-time thing and are not being maintained. I plan on keeping my
tutorials up to date as much as I can.
<br>
## **Contact** 🎣
🦊 GitHub: [gmihaila](https://github.com/gmihaila)
🌐 Website: [gmihaila.github.io](https://gmihaila.github.io/)
👔 LinkedIn: [mihailageorge](https://medium.com/r/?url=https%3A%2F%2Fwww.linkedin.com%2Fin%2Fmihailageorge)
📬 Email: [georgemihaila@my.unt.edu.com](mailto:georgemihaila@my.unt.edu.com?subject=GitHub%20Website)
<br>