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。
Welcome to watch, star or fork my project.
推薦閱讀: