zc8340311/finch

Applied Machine Learning Models (mainly TF, sometimes PyTorch)

Python

Word Embedding（词向量）

Skip-Gram Model Test Result
CBOW Model Test Result

Text Generation（文本生成）

Char-RNN Model | English Story Test | Chinese Address Test
- Char-RNN + Beam-Search Model | English Story Test | Chinese Address Test
CNN-Highway-RNN Paper Model PTB Test
Only-Attention Model | English Story Test Result | Chinese Address Test Result

Text Classification（文本分类）

CNN Model IMDB Test Result
- CNN + k-Max Pooling Model IMDB Test Result
RNN Model IMDB Test Result
- RNN + Attention Model IMDB Test Result
TF-IDF + Logistic Regression Model Test Result

Sequence Labelling（序列标记）

Bi-RNN + CRF Model POS Tagging Test Chinese Segmentation Test
Only-Attention + CRF Model POS Tagging Test Chinese Segmentation Test

Sequence to Sequence（序列到序列）

Seq2Seq Model Sorting Test
- Seq2Seq + Attention Model Sorting Test
- Seq2Seq + BiLSTM Encoder Model Sorting Test
- Seq2Seq + Beam-Search Model Sorting Test
- Seq2Seq + BiLSTM Encoder + Attention + Beam-Search Model Sorting Test
Pointer Network Model Sorting Test
Attention Is All You Need

Question Answering（问题回答）

Dynamic Memory Network

Speech (语音)

CTC

Generative Modelling（生成建模）

Variational Autoencoder (VAE)
- VAE + Memory + Attention
- VAE + Discriminator + Wake-Sleep

Topic Modelling (主题建模)

pip3 install nltk

LSA Model Test Result Visualization
LDA Model Test Result

Reinforcement Learning（强化学习）

pip3 install gym

Policy Gradient Model CartPole Test

How To Use

The following command clones all the files

(it is large due to historical reasons, sorry)
```
git clone https://github.com/zhedongzheng/finch.git
```
Use contents to find the model and test that may interest you, click on that test
Find the test file path

run on command line

cd finch/nlp-models/tensorflow
python rnn_attn_estimator_imdb_test.py

Questions Have Been Asked