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1 |
| -# Generative Deep Learning |
| 1 | +# Generative Deep Learning in Pytorch |
2 | 2 | ### Teaching Machines to paint, write, compose and play
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3 | 3 |
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4 |
| -The official code repository for examples in the O'Reilly book 'Generative Deep Learning' |
5 |
| - |
| 4 | +The official code repository for examples in the O'Reilly book 'Generative Deep Learning' in Pytorch |
6 | 5 | https://learning.oreilly.com/library/view/generative-deep-learning/9781492041931/
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7 |
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8 | 6 | https://www.amazon.com/Generative-Deep-Learning-Teaching-Machines/dp/1492041947/ref=sr_1_1
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9 | 7 |
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10 |
| -## Structure |
11 |
| - |
12 |
| -This repository is structured as follows: |
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| - |
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| -The notebooks for each chapter are in the root of the repository, prefixed with the chapter number. |
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| - |
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| -The `data` folder is where to download relevant data sources (chapter 3 onwards) |
17 |
| -The `run` folder stores output from the generative models (chapter 3 onwards) |
18 |
| -The `utils` folder stores useful functions that are sourced by the main notebooks |
19 |
| - |
20 |
| -## Book Contents |
| 8 | +## Book Contents, covered in Pytorch |
21 | 9 | Part 1: Introduction to Generative Deep Learning
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22 |
| -* Chapter 1: Generative Modeling |
23 |
| -* Chapter 2: Deep Learning |
24 |
| -* Chapter 3: Variational Autoencoders |
25 |
| -* Chapter 4: Generative Adversarial Networks |
| 10 | +- [x] Chapter 3: Variational Autoencoders |
| 11 | +- [ ] Chapter 4: Generative Adversarial Networks |
26 | 12 |
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27 | 13 | Part 2: Teaching Machines to Paint, Write, Compose and Play
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28 |
| -* Chapter 5: Paint |
29 |
| -* Chapter 6: Write |
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| -* Chapter 7: Compose |
31 |
| -* Chapter 8: Play |
32 |
| -* Chapter 9: The Future of Generative Modeling |
33 |
| -* Chapter 10: Conclusion |
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35 |
| - |
36 |
| -## Getting started |
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| - |
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| -To get started, first install the required libraries inside a virtual environment: |
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| - |
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| -`pip install -r requirements.txt` |
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| - |
| 14 | +- [ ] Chapter 5: Paint |
| 15 | +- [ ] Chapter 6: Write |
| 16 | +- [ ] Chapter 7: Compose |
| 17 | +- [ ] Chapter 8: Play |
| 18 | +- [ ] Chapter 9: The Future of Generative Modeling |
| 19 | +- [ ] Chapter 10: Conclusion |
43 | 20 |
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| 21 | +## requirements.txt |
44 | 22 |
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| 23 | +I will update the requirements.txt after I finish all the examples. For now, just run pip install or conda install on dependencies you need! |
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