论文篇

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分布式

google DistBelief:Large Scale Distributed Deep Networks

画风迁移

LSTM

基于RNN的LSTM架构:解决大词汇量语音识别

NLP

1.基于N-最短路径方法的中文词语粗分模型

2.基于角色标注的中国人名自动识别研究

L2R

机器学习及排序学习基础

条件随机场(CRF)

Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data

1.GBDT

Friedman [](https://statweb.stanford.edu/~jhf/ftp/trebst.pdf)

陈天奇 Introduction to Boosted Trees

kdd2016: XGBoost: A Scalable Tree Boosting System

2.CTR平滑

Click-Through Rate Estimation for Rare Events in Online Advertising

3.神经网络

word2vec

Sentence2Vec

From Word Embeddings To Document Distances

Distributed Representations of Sentences and Documents

Skip-Thought Vectors

Hierarchical Softmax

LDA

推荐系统

LambdaMART