Refactoring code examples of CS 20 : Tensorflow for Deep Learning Research with tensorflow 1.11
- syllabus : http://web.stanford.edu/class/cs20si/syllabus.html
- github : https://github.com/chiphuyen/stanford-tensorflow-tutorials
- Lec01 Overview of Tensorflow의 example code
- Lec02 Operations의 example code
-
Simple usage of tf.data
-
Lec03 Linear and Logistic Regression의 example code
- Lec05 Variable sharing and managing experiments의 example code
- Lec07 ConvNet in TensorFlow의 example code
-
Presentation
-
Lec11 Recurrent Neural Networks의 example code
-
many to one, word sentiment classification example
- Lec11_Many to One Classification by RNN.ipynb
- Lec11_Many to One Classification by LSTM.ipynb
- Lec11_Many to One Classification by GRU.ipynb
- Lec11_Many to One Classification by Bi-directional RNN.ipynb
- Lec11_Many to One Classification by Bi-directional LSTM.ipynb
- Lec11_Many to One Classification by Bi-directional GRU.ipynb
- Lec11_Many to One Classification by Stacked RNN with Drop out.ipynb
- Lec11_Many to One Classification by Stacked LSTM with Drop out.ipynb
- Lec11_Many to One Classification by Stacked GRU with Drop out.ipynb
- Lec11_Many to One Classification by Stacked Bi-directional RNN with Drop out.ipynb
- Lec11_Many to One Classification by Stacked Bi-directional LSTM with Drop out.ipynb
- Lec11_Many to One Classification by Stacked Bi-directional GRU with Drop out.ipynb
-
many to many, simple pos-tagger example
- Lec11_Many to Many Classification by RNN.ipynb
- Lec11_Many to Many Classification by LSTM.ipynb
- Lec11_Many to Many Classification by GRU.ipynb
- Lec11_Many to Many Classification by Bi-directional RNN.ipynb
- Lec11_Many to Many Classification by Bi-directional LSTM.ipynb
- Lec11_Many to Many Classification by Bi-directional GRU.ipynb
- Lec11_Many to Many Classification by Stacked RNN with Drop out.ipynb
- Lec11_Many to Many Classification by Stacked LSTM with Drop out.ipynb
- Lec11_Many to Many Classification by Stacked GRU with Drop out.ipynb
- Lec11_Many to Many Classification by Stacked Bi-directional RNN with Drop out.ipynb
- Lec11_Many to Many Classification by Stacked Bi-directional LSTM with Drop out.ipynb
- Lec11_Many to Many Classification by Stacked Bi-directional GRU with Drop out.ipynb
-
Lec12 Seq2Seq with Attention의 example code
-
encoder decoder (many to many), simple neural machine translation example