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Goodfellow, Ian, Yoshua Bengio, and Aaron Courville. 2016. Deep learning. Chapter 12.4 “[Applications: Natural Language Processing.](http://www.deeplearningbook.org/contents/applications.html)” MIT pr…
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First, write down two intuitions you have about broad content patterns you will discover about your data as encoded within a pre-trained or fine-tuned deep contextual (e.g., BERT) embedding. These can…
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As looking deeply into the example code, I realize that the dataset used for text classification example seems not appropriate.
In the dataset code (i.e., BigDL/pyspark/bigdl/dataset/news20.py), i…
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## Due Date
*To be completed by:* 2018-05-30
## Description
Use the [Reuters news dataset](http://www.cs.cmu.edu/afs/cs.cmu.edu/project/theo-20/www/data/news20.html) to create a tutorial for text cl…
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## 一言でいうと
文書分類にGraph Convolutionを適用した研究。ノードとして文書・単語双方をとっており、文書=>単語の重みはTF-IDF、単語=>単語の重みはコーパス全体の共起(PMI)をとっている。単語分散表現なしにCNNやLSTMのモデルを上回る効果を出せている。ただ、テストセットのノードが既知であるTransductive設定
![image](https://u…
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LeCun, Yann, Yoshua Bengio & Geoffrey Hinton. 2015. “[Deep Learning](https://www.nature.com/articles/nature14539).” Nature 521: 436-444.
Karpathy, Andrej. 2015. “[The Unreasonable Effectiveness of …
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Post questions here for one or more of our fundamentals readings:
Goodfellow, Ian, Yoshua Bengio, and Aaron Courville. 2016. Deep learning. Chapter 12.4 “[Applications: Natural Language Processing]…
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### Feature request
It would be amazing if 0-shot text classifiers that are designed to work with the [HF zeroshot pipeline](https://huggingface.co/docs/transformers/en/main_classes/pipelines#transfo…