# Little Book of Deep Learning [143p PDF]

> Clean Markdown view of GeekNews topic #9085. Use the original source for factual precision when an external source URL is present.

## Metadata

- GeekNews HTML: [https://news.hada.io/topic?id=9085](https://news.hada.io/topic?id=9085)
- GeekNews Markdown: [https://news.hada.io/topic/9085.md](https://news.hada.io/topic/9085.md)
- Type: news
- Author: [xguru](https://news.hada.io/@xguru)
- Published: 2023-05-02T10:01:33+09:00
- Updated: 2023-05-02T10:01:33+09:00
- Original source: [fleuret.org](https://fleuret.org/public/lbdl.pdf)
- Points: 33
- Comments: 4

## Topic Body

- 작은(Little) 모바일 기기의 화면에서 읽기 좋게 편집된 François Fleure 교수의 딥러닝 기초 서적   
### I. Foundations   
1. Machine Learning   
  1.1 Learning from data  
  1.2 Basis function regression   
  1.3 Under and over-fitting  
  1.4 Categories of models  
2. Efficient Computation   
  2.1 GPUs, TPUs, and batches  
  2.2 Tensors  
3. Training   
  3.1 Losses  
  3.2 Autoregressive models  
  3.3 Gradient descent  
  3.4 Backpropagation  
  3.5 Training protocols   
  3.6 Training data  
### II. Deep Models   
4. Model Components   
  4.1 The notion of layer  
  4.2 Linear layers  
  4.3 Activation functions  
  4.4 Pooling  
  4.5 Dropout  
  4.6 Normalizing layers  
  4.7 Skip connections  
  4.8 Attention layers  
  4.9 Token embedding  
  4.10 Positional encoding  
5. Architectures   
  5.1 Multi-Layer Perceptrons  
  5.2 Convolutional networks  
  5.3 Attention models  
### III. Applications   
6. Prediction   
  6.1 Image denoising  
  6.2 Image classification  
  6.3 Object detection  
  6.4 Semantic segmentation  
  6.5 Speech recognition  
  6.6 Text-image representations  
7. Synthesis   
  7.1 Text generation  
  7.2 Image generation

## Comments



### Comment 15986

- Author: readiz
- Created: 2023-05-09T08:25:38+09:00
- Points: 1

와드가 늘어만 갑니다. ㅋㅋ

### Comment 15920

- Author: yinn27
- Created: 2023-05-03T19:00:24+09:00
- Points: 1

감사합니다

### Comment 15899

- Author: ryudaewan
- Created: 2023-05-02T15:59:11+09:00
- Points: 1

나이가 나이인지라 노안 온 지 좀 됐는데, 일단 글씨가 크니 참 좋네요 ^^

### Comment 15886

- Author: pugh123
- Created: 2023-05-02T10:33:46+09:00
- Points: 1

좋은 자료 감사합니다.