Natural Language Processing

Natural Language Processing

Original Link : https://keras.io/examples/nlp/
Last Checked at : 2024-11-22

Text classification

Starter	Keras Version	Title	Date Created	Last Modified
★	V3	Text classification from scratch	2019/11/06	2020/05/17
	V3	Review Classification using Active Learning	2021/10/29	2024/05/08
	V3	Text Classification using FNet (KerasHub)	2022/06/01	2022/12/21
	V2	Large-scale multi-label text classification	2020/09/25	2020/12/23
	V3	Text classification with Transformer	2020/05/10	2024/01/18
	V3	Text classification with Switch Transformer	2020/05/10	2021/02/15
	V2	Text classification using Decision Forests and pretrained embeddings	2022/09/05	2022/09/05
	V3	Using pre-trained word embeddings	2020/05/05	2020/05/05
	V3	Bidirectional LSTM on IMDB	2020/05/03	2020/05/03
	V3	Data Parallel Training with KerasHub and tf.distribute	2023/07/07	2023/07/07

Starter	Keras Version	Title	Date Created	Last Modified ▼
	V3	Review Classification using Active Learning	2021/10/29	2024/05/08
	V3	Text classification with Transformer	2020/05/10	2024/01/18
	V3	Data Parallel Training with KerasHub and tf.distribute	2023/07/07	2023/07/07
	V3	Text Classification using FNet (KerasHub)	2022/06/01	2022/12/21
	V2	Text classification using Decision Forests and pretrained embeddings	2022/09/05	2022/09/05
	V3	Text classification with Switch Transformer	2020/05/10	2021/02/15
	V2	Large-scale multi-label text classification	2020/09/25	2020/12/23
★	V3	Text classification from scratch	2019/11/06	2020/05/17
	V3	Using pre-trained word embeddings	2020/05/05	2020/05/05
	V3	Bidirectional LSTM on IMDB	2020/05/03	2020/05/03

Machine translation

Starter	Keras Version	Title	Date Created	Last Modified
	V3	English-to-Spanish translation with KerasHub	2022/05/26	2024/04/30
★	V3	English-to-Spanish translation with a sequence-to-sequence Transformer	2021/05/26	2023/02/25
	V3	Character-level recurrent sequence-to-sequence model	2017/09/29	2023/11/22

Starter	Keras Version	Title	Date Created	Last Modified ▼
	V3	English-to-Spanish translation with KerasHub	2022/05/26	2024/04/30
	V3	Character-level recurrent sequence-to-sequence model	2017/09/29	2023/11/22
★	V3	English-to-Spanish translation with a sequence-to-sequence Transformer	2021/05/26	2023/02/25

Entailment prediction

Starter	Keras Version	Title	Date Created	Last Modified
	V2	Multimodal entailment	2021/08/08	2021/08/15

Starter	Keras Version	Title	Date Created	Last Modified ▼
	V2	Multimodal entailment	2021/08/08	2021/08/15

Named entity recognition

Starter	Keras Version	Title	Date Created	Last Modified
	V3	Named Entity Recognition using Transformers	2021/06/23	2024/04/05

Starter	Keras Version	Title	Date Created	Last Modified ▼
	V3	Named Entity Recognition using Transformers	2021/06/23	2024/04/05

Sequence-to-sequence

Starter	Keras Version	Title	Date Created	Last Modified
	V2	Text Extraction with BERT	2020/05/23	2020/05/23
	V3	Sequence to sequence learning for performing number addition	2015/08/17	2024/02/13

Starter	Keras Version	Title	Date Created	Last Modified ▼
	V3	Sequence to sequence learning for performing number addition	2015/08/17	2024/02/13
	V2	Text Extraction with BERT	2020/05/23	2020/05/23

Text similarity search

Starter	Keras Version	Title	Date Created	Last Modified
	V3	Semantic Similarity with KerasHub	2023/02/25	2023/02/25
	V3	Semantic Similarity with BERT	2020/08/15	2020/08/29
	V3	Sentence embeddings using Siamese RoBERTa-networks	2023/07/14	2023/07/14

Starter	Keras Version	Title	Date Created	Last Modified ▼
	V3	Sentence embeddings using Siamese RoBERTa-networks	2023/07/14	2023/07/14
	V3	Semantic Similarity with KerasHub	2023/02/25	2023/02/25
	V3	Semantic Similarity with BERT	2020/08/15	2020/08/29

Language modeling

Starter	Keras Version	Title	Date Created	Last Modified
	V3	End-to-end Masked Language Modeling with BERT	2020/09/18	2024/03/15
	V3	Abstractive Text Summarization with BART	2023/07/08	2024/03/20
	V2	Pretraining BERT with Hugging Face Transformers	2022/07/01	2022/08/27

Starter	Keras Version	Title	Date Created	Last Modified ▼
	V3	End-to-end Masked Language Modeling with BERT	2020/09/18	2024/03/15
	V3	Abstractive Text Summarization with BART	2023/07/08	2024/03/20
	V2	Pretraining BERT with Hugging Face Transformers	2022/07/01	2022/08/27

Parameter efficient fine-tuning

Starter	Keras Version	Title	Date Created	Last Modified
	V3	Parameter-efficient fine-tuning of GPT-2 with LoRA	2023/05/27	2023/05/27

Starter	Keras Version	Title	Date Created	Last Modified ▼
	V3	Parameter-efficient fine-tuning of GPT-2 with LoRA	2023/05/27	2023/05/27

Other

Starter	Keras Version	Title	Date Created	Last Modified
	V2	Training a language model from scratch with 🤗 Transformers and TPUs	2023/05/21	2023/05/21
	V2	MultipleChoice Task with Transfer Learning	2023/09/14	2023/09/14
	V2	Question Answering with Hugging Face Transformers	2022/01/13	2022/01/13
	V2	Abstractive Summarization with Hugging Face Transformers	2022/07/04	2022/08/28

Starter	Keras Version	Title	Date Created	Last Modified ▼
	V2	MultipleChoice Task with Transfer Learning	2023/09/14	2023/09/14
	V2	Training a language model from scratch with 🤗 Transformers and TPUs	2023/05/21	2023/05/21
	V2	Abstractive Summarization with Hugging Face Transformers	2022/07/04	2022/08/28
	V2	Question Answering with Hugging Face Transformers	2022/01/13	2022/01/13