個人知識圖譜相關項目集

1. stock-knowledge-graph

A small knowledge graph (knowledge base) construction using data published on the web.

利用網路上公開的數據構建一個小型的證券知識圖譜（知識庫）。

2. open-entity-relation-extraction

Knowledge triples extraction (entities and relations extraction) and knowledge base construction based on dependency syntax for open domain text.

基於依存句法分析，實現面向開放域文本的知識三元組抽取（實體和關係抽取）及知識庫構建。

參考：

Chinese Open Relation Extraction and Knowledge Base Establishment (TALLIP 2018), Jia S et al. [paper]

3. RE-CNN-pytorch

Pytorch Implementation of Deep Learning Approach for Relation Extraction Challenge SemEval-2010 Task #8: Multi-Way Classification of Semantic Relations Between Pairs of Nominals via Convolutional Neural Network.

通過卷積神經網路的深度學習方法進行關係抽取/分類的PyTorch實現。

參考：

Relation Classification via Convolutional Deep Neural Network (COLING 2014), D Zeng et al. [paper]
Relation Extraction: Perspective from Convolutional Neural Networks (NAACL 2015), TH Nguyen et al. [paper]

4. BERT-NER-pytorch

PyTorch solution of Chinese Named Entity Recognition task with Google AIs BERT model.

利用Google AI的BERT模型進行中文命名實體識別任務的PyTorch實現。參考：

BERT: Pre-training of Deep Bidirectional Trasnsformers for Language Understanding (2018), Devlin et al. [paper]

5. technical-books

常用的技術書籍，內容主要涉及自然語言處理，機器學習，深度學習，演算法，編程及數學等。

本文項目代碼將持續更新。

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