Archives for Knowledge graph

29 May

Ontology In AI: A Common Vocabulary To Accelerate Information Sharing

Ontology is a branch of philosophy dealing with the study of being and existence. However, in a practical business setting, ontology refers to the architecture that binds different sources of information and involves interconnecting data from multiple domains by tagging and categorising. It could be looked at as a means of resolving organisational differences between…

The post Ontology In AI: A Common Vocabulary To Accelerate Information Sharing appeared first on Analytics India Magazine.

26 Mar

Guide To AmpliGraph: A Machine Learning Library For Knowledge Graphs

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image-21239

AmpliGraph is a TensorFlow-based open-source library developed by Accenture Labs for predicting links between concepts in knowledge graphs. It is a collection of neural ML models for statistical relational learning (SRL) (also called Relational Machine Learning) – a subdiscipline of AI/ML which deals with supervised learning on knowledge graphs. Before going into the details of…

The post Guide To AmpliGraph: A Machine Learning Library For Knowledge Graphs appeared first on Analytics India Magazine.

21 Mar

Complete Guide to PyKeen: Python KnowlEdge EmbeddiNgs for Knowledge Graphs

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image-21044

Pykeen is a python package that generates knowledge graph embeddings while abstracting away the training loop and evaluation. The knowledge graph embeddings obtained using pykeen are reproducible, and they convey precise semantics in the knowledge graph.

The post Complete Guide to PyKeen: Python KnowlEdge EmbeddiNgs for Knowledge Graphs appeared first on Analytics India Magazine.

31 Oct

Complete Guide to Implement Knowledge Graph Using Python

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image-17231

Information Extraction is a process of extracting information in a more structured way i.e., the information which is machine-understandable. It consists of subfields which cannot be easily solved. Therefore, an approach to store data in a structured manner is Knowledge Graph which is a set of three-item sets called Triple where the set combines a subject, a predicate and an object.

The post Complete Guide to Implement Knowledge Graph Using Python appeared first on Analytics India Magazine.