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History of hosting and summer/winter school presented at Deepest

Hosting-School 최신버젼 다운로드

최종 버전 다운로드 (.zip)

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# Hosting-School
History of hosting and summer/winter school presented at Deepest. For overview presentation please refer hosting period for covered years.

### Category
```
0. Basic information
Task independent
  - Academic driven
    ㄴ 1. Modeling and Learning
    ㄴ 2. Optimization and Analysis
  - Industry driven
    ㄴ 3. Robustness and Efficiency
Task dependent 
  ㄴ 4. Applications
5. 학회 후기
```

------------------------------------------------------------------------------------------------------
## 1. Modeling and Learning
### Few-shot, Semi-supervised, Unsupervised Learning
| 제목 | 발표자 | 자료링크 | 발표시기 |
| --- | :--: | :--: | :--: |
| Deep Metric Learning Overview (Facility Location, Spectral Clustering) | 김지현 | [link](https://cafe.naver.com/deepestai?iframe_url=/ArticleRead.nhn%3Fclubid=29088238%26page=1%26menuid=20%26boardtype=L%26articleid=119%26referrerAllArticles=false)| 시즌3 Hosting |
| Realistic Evaluation of Semi-Supervised Learning | 김동완 | [link](https://cafe.naver.com/deepestai/326)| 시즌5 Hosting |
| Introduction to Meta Learning | 홍석일 | [link](https://cafe.naver.com/deepestai/335)| 시즌5 Hosting |

### Transfer, Multi-Task Learning
| 제목 | 발표자 | 자료링크 | 발표시기 |
| --- | :--: | :--: | :--: |
| Unsupervised Domain Adaptation Instruction | 최상우 | [link](https://cafe.naver.com/deepestai?iframe_url=/ArticleRead.nhn%3Fclubid=29088238%26articleid=231%26referrerAllArticles=false%26boardtype=L%26menuid=26)| 시즌4 Hosting |
| Visual Domain Adaptation (VisDA winners) | 김동완 | [link](https://cafe.naver.com/deepestai?iframe_url=/ArticleRead.nhn%3Fclubid=29088238%26articleid=254%26referrerAllArticles=false%26boardtype=L%26menuid=26)| 시즌4 Hosting |

### Deep Learning with External Memory
| 제목 | 발표자 | 자료링크 | 발표시기 |
|  -- | :---: | :----: | :--: |
| Memory Network Review | 박노일 | [link](https://cafe.naver.com/deepestai/320) | 시즌5 Hosting |

### Interpretability Analysis
| 제목 | 발표자 | 자료링크 | 발표시기 |
|  -- | :---: | :----: | :--: |
| Explain Deep Learning with Information Bottleneck Theory | 심규홍 | [link](https://cafe.naver.com/deepestai?iframe_url=/ArticleRead.nhn%3Fclubid=29088238%26articleid=114%26referrerAllArticles=false%26boardtype=L%26menuid=22) | 시즌3 School |
| Rethinking CNNs on Spectral Perspective | 심규홍 | [link](https://cafe.naver.com/deepestai/284) | 시즌5 Hosting |

------------------------------------------------------------------------------------------------------
## 3. Robustness and Efficiency
### Bayesian approach
| 제목 | 발표자 | 자료링크 | 발표시기 |
| --- | :--: | :--: | :--: |
| Uncertainty in Deep Learning (Yarin-Gal Thesis) &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; | 김재명 | [link](https://cafe.naver.com/deepestai?iframe_url=/ArticleRead.nhn%3Fclubid=29088238%26page=1%26menuid=20%26boardtype=L%26articleid=133%26referrerAllArticles=false) | 시즌3 Hosting |
| Bayesian Deep Learning Introduction | 김재명 | [link](https://cafe.naver.com/deepestai?iframe_url=/ArticleRead.nhn%3Fclubid=29088238%26page=1%26menuid=29%26boardtype=L%26articleid=217%26referrerAllArticles=false) | 시즌4 School |
| MCMC based Deep learning | 김재명 | [link](https://cafe.naver.com/deepestai?iframe_url=/ArticleRead.nhn%3Fclubid=29088238%26articleid=262%26referrerAllArticles=false%26boardtype=L%26menuid=26) | 시즌4 Hosting |

### Auto ML
| 제목 | 발표자 | 자료링크 | 발표시기 |
| -- | :--: | :--: | :--: |
| Neural Architecture Search | 심규홍 | [link](https://cafe.naver.com/deepestai?iframe_url=/ArticleRead.nhn%3Fclubid=29088238%26page=3%26menuid=26%26boardtype=L%26articleid=156%26referrerAllArticles=false) | 시즌4 Hosting |

------------------------------------------------------------------------------------------------------
## 4. Applications
### Vision: Style transfer, Translation
| 제목 | 발표자 | 자료링크 | 발표시기 |
| -- | :--: | :--: | :--: |
| Artistic Style Transfer (with domain translation)| 남가원 | [link](https://cafe.naver.com/deepestai?iframe_url=/ArticleRead.nhn%3Fclubid=29088238%26page=2%26menuid=20%26boardtype=L%26articleid=115%26referrerAllArticles=false) | 시즌3 Hosting |
| Image Domain Translation Overview (pix2pix- stargan) | 신채훈 | [link](https://cafe.naver.com/deepestai?iframe_url=/ArticleRead.nhn%3Fclubid=29088238%26articleid=251%26referrerAllArticles=false%26boardtype=L%26menuid=26) | 시즌4 Hosting |
| Image to Image translation with latent variable | 신채훈 | [link](https://cafe.naver.com/deepestai/339) | 시즌5 Hosting |

### Language: Translation, Dialog
| 제목 | 발표자 | 자료링크 | 발표시기 |
| -- | :--: | :--: | :--: |
| Attention mechanism 구현 (Tensorflow) | 김재현 | [link](https://cafe.naver.com/deepestai?iframe_url=/ArticleRead.nhn%3Fclubid=29088238%26articleid=68%26referrerAllArticles=false%26boardtype=L%26menuid=5) | 시즌2 School |
| NMT model overview | 김재현 | [link](https://cafe.naver.com/deepestai?iframe_url=/ArticleRead.nhn%3Fclubid=29088238%26articleid=68%26referrerAllArticles=false%26boardtype=L%26menuid=5) | 시즌4 School |
| Dialog System with Deep Learning | 양소희 | [link](https://cafe.naver.com/deepestai?iframe_url=/ArticleRead.nhn%3Fclubid=29088238%26page=1%26menuid=29%26boardtype=L%26articleid=210%26referrerAllArticles=false) | 시즌4 School |

### Language: Parsing
| 제목 | 발표자 | 자료링크 | 발표시기 |
| -- | :--: | :--: | :--: |
| Unsupervised Constituency Parsing | 손보경 | [link](https://cafe.naver.com/deepestai/331) | 시즌5 Hosting |

### Audio: Speech
| 제목 | 발표자 | 자료링크 | 발표시기 |
| -- | :--: | :--: | :--: |
| Audio preprocessing with TTS &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;| 서수빈 | [link](https://cafe.naver.com/deepestai?iframe_url=/ArticleRead.nhn%3Fclubid=29088238%26page=2%26menuid=20%26boardtype=L%26articleid=108%26referrerAllArticles=false) | 시즌3 Hosting |
| Disentangling Sources of Speech and Synthesis | 송종윤 | [link](https://cafe.naver.com/deepestai?iframe_url=/ArticleRead.nhn%3Fclubid=29088238%26page=1%26menuid=20%26boardtype=L%26articleid=126%26referrerAllArticles=false) | 시즌3 Hosting |
| Speaker Recognition (traditional and new) | 김장현 | [link](https://cafe.naver.com/deepestai?iframe_url=/ArticleRead.nhn%3Fclubid=29088238%26articleid=234%26referrerAllArticles=false%26boardtype=L%26menuid=26) | 시즌4 Hosting |
| Brief Overview of: Speaker Embedding Network & Applications | 박승원 | [link](https://cafe.naver.com/deepestai/325) | 시즌5 Hosting |

### Audio: Music
| 제목 | 발표자 | 자료링크 | 발표시기 |
| -- | :--: | :--: | :--: |
| Introducing Magenta | 최종호 | [link](https://cafe.naver.com/deepestai?iframe_url=/ArticleRead.nhn%3Fclubid=29088238%26articleid=237%26referrerAllArticles=false%26boardtype=L%26menuid=26) | 시즌4 Hosting |
| Music Generation with MIDI | 최교윤 | [link](https://cafe.naver.com/deepestai?iframe_url=/ArticleRead.nhn%3Fclubid=29088238%26articleid=255%26referrerAllArticles=false%26boardtype=L%26menuid=26) | 시즌4 Hosting |
| Deep Learning Based Source Separation | 최형석 | [link](https://cafe.naver.com/deepestai?iframe_url=/ArticleRead.nhn%3Fclubid=29088238%26articleid=256%26referrerAllArticles=false%26boardtype=L%26menuid=26) | 시즌4 Hosting |

### Multi-Modal
| 제목 | 발표자 | 자료링크 | 발표시기 |
| -- | :--: | :--: | :--: |
|	Co-Training of Audio and Video Representations &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;| 김현재 | [link](https://cafe.naver.com/deepestai?iframe_url=/ArticleRead.nhn%3Fclubid=29088238%26articleid=224%26referrerAllArticles=false%26boardtype=L%26menuid=26) | 시즌3 Hosting |
| Overview of VQA (attention, module, relational structure) | 류성원 | [link](https://cafe.naver.com/deepestai/286) | 시즌5 Hosting |
| RL in vision tasks | 최주영 | [link](https://cafe.naver.com/deepestai/329) | 시즌5 Hosting |

### Robotics, Car
| 제목 | 발표자 | 자료링크 | 발표시기 |
| -- | :------------------------------------------------: | :------------------------: | :--: |
| Self-Driving Cars | 김동완 | [link](https://cafe.naver.com/deepestai?iframe_url=/ArticleRead.nhn%3Fclubid=29088238%26page=1%26menuid=20%26boardtype=L%26articleid=123%26referrerAllArticles=false) | 시즌3 Hosting |
| Dex-Net: Robust Grasp Planning | 기호건 | [link](https://cafe.naver.com/deepestai/324) | 시즌5 Hosting |

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