BERT Document Classification Tutorial with Code

Published: 14 January 2020
on channel: InnerWorkingsAI
71,302
1.1k

==== Free Course & Notebook ====
The notebook and a video course version of this tutorial are available for FREE on my website, here: https://www.chrismccormick.ai/offers/...

Learn how to fine-tune BERT for document classification. We'll be using the Wikipedia Personal Attacks benchmark as our example.

Bonus - In Part 3, we'll also look briefly at how we can apply BERT to search for "semantically similar" comments in the dataset.

==== Pre-reqs ====
This tutorial builds on my “BERT Fine-Tuning Tutorial with PyTorch”. If you want to know more of the basics of fine-tuning BERT, check it out!
Video:    • BERT Research - Ep. 3 - Fine Tuning - p.1  
Free Notebook: https://colab.research.google.com/dri...

==== References ====
Here are the links for the dataset (these are also provided in my notebook):
wikimedia page describing the dataset: https://figshare.com/articles/Wikiped...
Dataset download page on figshare.com for the personal attack comments: https://figshare.com/articles/Wikiped...
Example notebook (from the authors) for getting started with the dataset: https://github.com/ewulczyn/wiki-deto...

==== Updates ====
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