Python 3 and Jupyter Notebook are required

CPU

$ pip3 install tensorflow==1.6.0 sklearn scipy tqdm

GPU

$ pip3 install tensorflow-gpu==1.6.0 sklearn scipy tqdm

• Is the function "add_encoder_layer" in "seq2seq_ultimate.py" correct?
• in vae code, how to use LSTMcell?

• Word Embedding（词向量）
• Text Classification（文本分类）
• Text Generation（文本生成）
• Text Style（文本风格）
• Speech（语音）
• Sequence Labelling（序列标记）
• Sequence to Sequence（序列到序列）
• Question Answering（问题回答）
• Recommender System（推荐系统）
• Reinforcement Learning（强化学习）
• Data Argumentation（数据增强）

• Skip-Gram     Model     PTB Test

• CBOW     Model     PTB Test

• CNN     Model     IMDB Test    

• Bi-RNN     Model     IMDB Test

• Self-Attention     Model     IMDB Test

• TF-IDF + LR     Model     IMDB Test

• Char-RNN + Multinomial Sampling     Model     English Story Test     Chinese Address Test

  • Char-RNN + Beam-Search     Model     English Story Test     Chinese Address Test

• Char-Aware CNN + RNN     Model     PTB Test    

• Self-Attention     Model     English Story Test     Chinese Address Test

• VAE

• "Toward Controlled Generation of Text"

• CTC

• Bi-RNN + CRF     Model     POS Tagging     Chinese Segmentation

• Self-Attention + CRF     Model     POS Tagging     Chinese Segmentation

• 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

• Attention Is All You Need

• Pointer Network     Model     Sorting Test

• Facebook bAbI

  • End-To-End Memory Network

  • Dynamic Memory Network

• Hybrid Neural Network

pip3 install gym

• Policy Gradient     Model     CartPole Test

• Bi-Translation