Skip to content

EsratMaria/GraphAlgorithm-ML

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

49 Commits
 
 
 
 
 
 
 
 
 
 

Repository files navigation

Improving Machine Learning with Graph Algorithm

In this repository I try to implement few graph algorithms to improve the performance of a ML model.

I used the Game of Thrones dataset to make the model. The Machine Learning model is made up of a simple Random Forest.

Flow

ML model with RandomForestClassifier -> Get Accuracy -> Implement Graph Algorithms -> Testing Previous ML model to check for better accuracy.

Graph Algorithms

  • Page Rank
  • Closeness Centrality

Libraries used


  • sklearn
  • neo4j
  • pandas
  • nxneo4j
  • networkx

Neo4j is only used to see graph visualization of the dataset

Graph algorithms are not implemented using any Neo4j library~

Releases

No releases published

Packages

No packages published

Languages