基础知识 (4) 推荐系统 (2) 机器翻译 (3) 深度学习 (6) 知识图谱 (1) 系统与环境 (3) 自然语言处理 (4) 论文阅读 (3)

 基础知识 (4)

Python Strengthening
Back Propagation and Gradient Calculation in Deep Learning
Mathematics Strengthening
Matlab quickly check

 推荐系统 (2)

Some News Recommendation Models NPA/ NAML/ LSTUR/ NRMS
A News Recommendation Model-Deep Knowledge-Aware Network

 机器翻译 (3)

CCL-2018-On Ensemble Learning of Neural Machine Translation
Use fairseq to train a Chinese-English translation model from scratch
Machine Translation Notebook

 深度学习 (6)

Some Pytorch practices of LSTM
Backward Propogation Through Time (BPTT) in RNN
The Last Layer of NN for Classification - Softmax and Cross Entropy Loss
Full Matrix Method of mini-batch Back Propagation in DNN
Some tips of PyTorch
Back Propagation and Gradient Calculation in Deep Learning

 知识图谱 (1)

A News Recommendation Model-Deep Knowledge-Aware Network

 系统与环境 (3)

Linux & Shell Usage Record
Google Colab Usage Record
Conda Usage Record

 自然语言处理 (4)

Notes of TorchText - a nlp tool
A comparison of Chinese word segmentation tools
A index - From word2vec, Transformer to NLP SOTA
Machine Translation Notebook

 论文阅读 (3)

CCL-2018-On Ensemble Learning of Neural Machine Translation
Some News Recommendation Models NPA/ NAML/ LSTUR/ NRMS
A News Recommendation Model-Deep Knowledge-Aware Network