3. Index (GenerativeDeepLearning)
I. Introduction to Generative Deep Learning
1. Generative Modeling
2. Deep Learning
3. VAE
4. GAN
II. Teaching Machine to Paint, Write, Compose, and Play
5. Paint
6. Write
7. Compose
8. Play
9. The Future of Generative Modeling
10. Conclusion
4. Index (GenerativeDeepLearning)
I. Introduction to Generative Deep Learning
1. Generative Modeling
2. Deep Learning
3. VAE
4. GAN
II. Teaching Machine to Paint, Write, Compose, and Play
5. Paint
6. Write
7. Compose
8. Play
9. The Future of Generative Modeling
10. Conclusion
5. Index
- Chapter 2 Deep Learning
- Structured and Unstructured Data
- Deep Neural Networks
- Your First Deep Neural Network
- Improving the Model
- Summary
6. Index
- Chapter 2 Deep Learning
- Structured and Unstructured Data
- Deep Neural Networks
- Your First Deep Neural Network
- Improving the Model
- Summary
9. Index
- Chapter 2 Deep Learning
- Structured and Unstructured Data
- Deep Neural Networks
- Your First Deep Neural Network
- Improving the Model
- Summary
11. Deep Neural Networks
- DNN(Deep Neural Network)の構造
- 入力データの高次元データの表現を学習するために、多くのnetwork層を
使用する
- それぞれの層は unit で構成され、weight を通して、次の layer の units へ
伝播される
- predict と ground truth の差 (loss)が最小になるように backpropagation
によって、weigt を更新する
12. Index
- Chapter 2 Deep Learning
- Structured and Unstructured Data
- Deep Neural Networks
- Your First Deep Neural Network
- Improving the Model
- Summary
13. Your First Deep Neural Network
- データセット
- CIFAR-10 のデータセット
- 60000 データセット
- 32 x 32 の画像データ
- 10 class
- task
- 分類
14. Your First Deep Neural Network
- 最初のDNN のモデル
- 単純な DNNモデル
- 画像を一次元に変換
- 全結合層を3層
- 精度は49 % 程度
15. Index
- Chapter 2 Deep Learning
- Structured and Unstructured Data
- Deep Neural Networks
- Your First Deep Neural Network
- Improving the Model
- Summary
16. Improving the Model
- いくつかの改善を加えていく
- 改善点
- Convolutional Layer (畳み込み層)
- Batch Normalization
- Dropout
17. Improving the Model
- Network 構成
- CNN Layer x 3
- Convolution Layer
- Batch Normalization
- Dropout Layer
- Activation Layer
- 全結合層
- 精度としては、 71%
18. Index
- Chapter 2 Deep Learning
- Structured and Unstructured Data
- Deep Neural Networks
- Your First Deep Neural Network
- Improving the Model
- Summary