# Book_李宏毅老師_Advance Topics in Deep Learning
###### tags: `book`

台大李宏毅老師_Advance Topics in Deep Learning筆記
[課程撥放清單](https://www.youtube.com/channel/UC2ggjtuuWvxrHHHiaDH1dlQ/playlists)

課程筆記
---
- [01: Review: Basic Structures for Deep Learning Models (Part I)](https://hackmd.io/s/Skmzyh6D4)
- [02: Review: Basic Structures for Deep Learning Models (Part II)](https://hackmd.io/s/Hk8KARSdE)
- [03: Computational Graph & Backpropagation](https://hackmd.io/s/HJPvpYtO4)
- [04: Deep Learning for Language Modeling](https://hackmd.io/s/rk5vaIYtN)
- [05: Spatial Transformer Layer](https://hackmd.io/s/rJmH7LaKE)
- [06: Highway Network & Grid LSTM](https://hackmd.io/s/H1AYoB-5E)
- [07: Recursive Network](https://hackmd.io/s/By7qeBS9N)
- [08: Conditional Generation by RNN & Attention](https://hackmd.io/s/BJSOY0sqN)
- [09: Pointer Network](https://hackmd.io/s/SJZV2hl6N)
- [10: Batch Normalization](https://hackmd.io/s/B17hkzfp4)
- [11: SELU](https://hackmd.io/s/HJjewGt6E)
- [12: Tuning Hyperparameters](https://hackmd.io/s/B1qcrpiT4)
- [13: Interesting things about deep learning](https://hackmd.io/s/rk6HqkRTE)
- [14: Generative Adversarial Network](https://hackmd.io/s/BJ88rkGCV)
- [15: Improved Generative Adversarial Network](https://hackmd.io/@shaoeChen/HJ3JycWeB)
- [16: RL and GAN for Sentence Generation and Chat-bot](https://hackmd.io/@shaoeChen/Hk-fZpPzB)
- [17: 機械学習で美少女化 ~ あるいはNEW GAME! の世界](https://hackmd.io/@shaoeChen/BkEFZ4CmB)
- [18: Imitation Learning](https://hackmd.io/@shaoeChen/SJmNmF1ES)
- [19: Evaluation of Generative Models](https://hackmd.io/@shaoeChen/Bkn3X54SS)
- [20: Ensemble of GAN](https://hackmd.io/@shaoeChen/rJ7QmtnHr)
- [21: Energy-based GAN](https://hackmd.io/@shaoeChen/rkWLPmkLS)
- [22: Video Generation by GAN](https://hackmd.io/@shaoeChen/BkfS_FrDH)
- [23: A3C](https://hackmd.io/@shaoeChen/SkRbRFBvH)
- [24: Gated RNN and Sequence Generation (Recorded at Fall, 2017)](https://hackmd.io/@shaoeChen/S1K4VwbOH)