雖然網上的文章對BiLSTM-CRF模型介紹的文章有不少,可是通常對CRF層的解讀比較少。git
因而決定,寫一系列專門用來解讀BiLSTM-CRF模型中的CRF層的文章。github
我是用英文寫的,發表在了github pages上。get
若是文章中有描述不對,不許確或者引發困惑的地方,歡迎隨時發表評論。it
(全站目錄:Table of Contents)io
文章連接:class
(2017.09.15)標題:CRF Layer on the Top of BiLSTM - 1 Outline and Introduction英文
(2017.09.23)標題:CRF Layer on the Top of BiLSTM - 2 CRF Layer (Emission and Transition Score)co
(2017.10.08)標題:CRF Layer on the Top of BiLSTM - 3 CRF Loss Functiongithub.io
(2017.10.20)標題:CRF Layer on the Top of BiLSTM - 4 Real Path Scoreoss
(2017.11.11)標題:CRF Layer on the Top of BiLSTM - 5 The Total Score of All the Paths
(2017.11.25)標題:CRF Layer on the Top of BiLSTM - 6 Infer the Labels for a New Sentence
(2017.12.06)標題:CRF Layer on the Top of BiLSTM - 7 Chainer Implementation Warm Up
(2017.12.07)標題:CRF Layer on the Top of BiLSTM - 8 Demo Code
【完結】