# deepdive-book

**Repository Path**: simon-she_0/deepdive-book

## Basic Information

- **Project Name**: deepdive-book
- **Description**: No description available
- **Primary Language**: Unknown
- **License**: Not specified
- **Default Branch**: main
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 0
- **Created**: 2023-12-02
- **Last Updated**: 2023-12-02

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# Transformer for Machine Learning: A Deep Dive

## Jupyter notebooks

| Chapter | Area | Application | Architecture | Colab link|
|-|-|-|-|-|
| 2 | Text | Machine translation, LSTM vs. Transformer| Transformer (original) | [![](img/colab.svg)](https://githubtocolab.com/CRCTransformers/deepdive-book/blob/main/Chapter-2-Machine-Translation.ipynb) |
| 3 | Text | Sentiment classification | RoBERTa | [![](img/colab.svg)](https://githubtocolab.com/CRCTransformers/deepdive-book/blob/main/Chapter-3-RoBERTa_SentimentClassification.ipynb) |
|  | Text | Topic Modeling | BERT | [![](img/colab.svg)](https://githubtocolab.com/CRCTransformers/deepdive-book/blob/main/Chapter-3-TopicModeling.ipynb) |
| 4 | Text | Multilingual sentiment classification | USEm | [![](img/colab.svg)](https://githubtocolab.com/CRCTransformers/deepdive-book/blob/main/Chapter-4-multilingual-sentiment-classification-with-USEm.ipynb) |
| 5 | Text | Sentiment and attention weights | T5 | [![](img/colab.svg)](https://githubtocolab.com/CRCTransformers/deepdive-book/blob/main/Chapter-5-T5-sentiment-and-attention.ipynb) |
| 6 | Speech | Automatic speech recognition | Speech2Text2, HuBERT | [![](img/colab.svg)](https://githubtocolab.com/CRCTransformers/deepdive-book/blob/main/Chapter-6-Transformer-for-ASR.ipynb) |
| 7 | Medical Text, XAI | Medical text classification | BERT, Bio_Clinical BERT | [![](img/colab.svg)](https://githubtocolab.com/CRCTransformers/deepdive-book/blob/main/Chapter-7-Transformer-Classifier-Explainability.ipynb) |


## Where to find the book

- [Amazon.com](https://www.amazon.com/Transformers-Machine-Learning-Chapman-Recognition/dp/0367767341/ref=sr_1_1?crid=Q7TIWSB2UV5K&keywords=Transformers+for+Machine+Learning+A+Deep+Dive&qid=1651894879&sprefix=transformers+for+machine+learning+a+deep+dive%2Caps%2C284&sr=8-1)
- [CRC Press](https://www.routledge.com/Transformers-for-Machine-Learning-A-Deep-Dive/Kamath-Graham-Emara/p/book/9780367767341)
- [Powell's City of Books](https://www.powells.com/book/transformers-for-machine-learning-9780367767341)