Contents
Requirements
-
Python 3 and Jupyter Notebook are required
(CPU User) $ pip3 install tensorflow sklearn scipy bunch tqdm wget (GPU User) $ pip3 install tensorflow-gpu sklearn scipy bunch tqdm wget
Word Embedding(词向量)
Text Classification(文本分类)
Text Generation(文本生成)
-
Language Model(语言模型)
Text Matching(文本匹配)
Sequence Labelling(序列标记)
Sequence to Sequence(序列到序列)
-
Learning to Sort(机器排序)
-
Learning to Dialog(机器对话)
- Transformer Notebook
-
VAE (Variational Autoencoder)
-
Data Argumentation(数据增强)
- Back Translation Notebook
Question Answering(问题回答)
Knowledge Graph(知识图谱)
-
Knowledge Representation(知识表示)
- RDF + SPARQL Notebook (WN18)
-
Link Prediction (链路预测)
-
DistMult (1-1 Scoring) Notebook (WN18)
-
DistMult (1-N Scoring) Notebook (WN18)
-
ConvE (1-N Scoring) Notebook (WN18)
-
TensorFlow
-
Loading Data (导入数据)
-
Project Template(项目模版)
Spark
Speech(语音)
- Bi-RNN + CTC Notebook
Computer Vision(计算机视觉)
- DCGAN Notebook
Reinforcement Learning(强化学习)
- Policy Gradient Notebook