各周教材

案例一 (2021/10/26 by 姚枝磊) for 10/26 [ colab ]

• Deep Learning with R

  • 3.1 Anatomy of a neural network

  • 3.4 Classifying movie reviews: a binary classification example

案例三 (2021/11/9 by 魏翊倫&黃煜珩) for 11/9 [ colab ]

• Deep Learning with R

  • 3.6 Predicting house prices: a regression example

  • 4.5 The universal workflow of machine learning

Pretrained Model (2021/11/23 by 張家銘) for 12/14 [ colab ]

• Deep Learning with R

  • 5.1 Introduction to convnets

  • 5.2 Training a convnet from scratch on a small dataset

• CNN Introduction [google drive]

DL for text and sequence (2022/01/04 by 張家銘) for 01/04 [ colab ]

• Deep Learning with R

  • 6.2 Understanding recurrent neural networks

  • 6.3 Advanced use of recurrent neural networks